1 Overview

Data

Normalization

Model options

Network processing

cor/cov method: pearson

2 Load and normalize data

Data

Normalization

2.1 Load TCGA data

See prepare.tcga.survival.data function for how to configure parameters.

This uses data packages from obtained from ‘github:averissimo/tcga’ that contain FPKM expression levels.

prepare.tcga.survival.data('ucec.data.2018.10.17',
                           'primary.solid.tumor',
                            normalization        = 'center',
                            log2.pre.normalize   = TRUE,
                            handle.duplicates    = 'keep_first',
                            coding.genes         = TRUE,
                            subtract.surv.column = '')

2.1.1 Summary of data

## [INFO]        Loaded data from TCGA: ucec.data.2018.10.17
## [INFO]               type of tissue: primary.solid.tumor
## [INFO]   observations (individuals): 517 (86 event / 431 censored)
## [INFO]            variables (genes): 19843

2.1.2 Survival curve

2.2 Load degree data

Network processing

  • Degree calculation: string
  • Edge cutoff: 0
  • Unweighted edges

cor/cov method: pearson

  • only applies if network type is correlation/covariance

2.3 Preparing degree vector

  • Normalize degree between 0 and 1
  • Hub: heuristic( 1 - degree )
  • Orphan: heuristic( degree )
  • trans.fun is a double power to scale the values

see ?glmSparseNet::heuristicScale or ?glmSparseNet::hubHeuristic

# see ?glmSparseNet::heuristic.scale
trans.fun <- function(x) {
    heuristicScale(x) + 0.2
}

2.3.1 Genes with degree above 4000

ensembl_gene_id degree external_gene_name
ENSG00000150991 10394 ENSG00000150991
ENSG00000170325 6346 ENSG00000170325
ENSG00000100300 5797 ENSG00000100300
ENSG00000174775 5614 ENSG00000174775
ENSG00000142208 5573 ENSG00000142208
ENSG00000111640 5363 ENSG00000111640
ENSG00000163631 5260 ENSG00000163631
ENSG00000177606 4952 ENSG00000177606
ENSG00000141510 4936 ENSG00000141510
ENSG00000197122 4903 ENSG00000197122
ENSG00000254647 4592 ENSG00000254647
ENSG00000112062 4187 ENSG00000112062
ENSG00000170315 4114 ENSG00000170315
ENSG00000170345 4010 ENSG00000170345

2.3.2 Original degree frequency

Original

LOG10 Scale on X-axis

3 Model Inference

3.1 Train and test sets

## [INFO] Size of sets: (size/events)
##  * Train: 80.00% ::  412 /   68
##  *  Test: 20.00% ::  105 /  18
## [INFO] Number of variables per model:
Model BaseModel Alpha TargetVars nvars
Elastic Net Elastic Net 0.10 170 177
Hub Elastic Net 0.10 170 172
Orphan Elastic Net 0.10 170 175
Elastic Net Hub 0.10 38 40
Hub Hub 0.10 38 38
Orphan Hub 0.10 38 38
Elastic Net Orphan 0.10 125 131
Hub Orphan 0.10 125 127
Orphan Orphan 0.10 125 129 
## [INFO] note, selected variables could be slightly different from target, to have more accuracy increase nlambda in code

4 Results

4.1 Relative risk distribution

Calculated using the inferred models and the train/test datasets. The higher the better.

Test Set

Train Set

4.2 Kaplan-Meier Curves

4.2.1 Models on test sets

Elastic Net (base model: Elastic Net)

Test set

Training set

Hub (base model: Elastic Net)

Test set

Training set

Orphan (base model: Elastic Net)

Test set

Training set

Elastic Net (base model: Hub)

Test set

Training set

Hub (base model: Hub)

Test set

Training set

Orphan (base model: Hub)

Test set

Training set

Elastic Net (base model: Orphan)

Test set

Training set

Hub (base model: Orphan)

Test set

Training set

Orphan (base model: Orphan)

Test set

Training set

4.3 Summary Table

weighted penalization project tissue cutoff coding.genes alpha model nvars km.train km.test c.index.train c.index.test
FALSE string ucec.data.2018.10.17 primary.solid.tumor 0 TRUE 0.10 Elastic Net 177 0.0e+00 0.0010770 0.8861729 0.7926186
FALSE string ucec.data.2018.10.17 primary.solid.tumor 0 TRUE 0.10 Hub 172 0.0e+00 0.1095310 0.8959625 0.6326889
FALSE string ucec.data.2018.10.17 primary.solid.tumor 0 TRUE 0.10 Orphan 175 0.0e+00 0.0036619 0.8915238 0.7943761
FALSE string ucec.data.2018.10.17 primary.solid.tumor 0 TRUE 0.10 Elastic Net 40 2.4e-06 0.0023642 0.7527666 0.7495606
FALSE string ucec.data.2018.10.17 primary.solid.tumor 0 TRUE 0.10 Hub 38 0.0e+00 0.0640905 0.7649884 0.6476274
FALSE string ucec.data.2018.10.17 primary.solid.tumor 0 TRUE 0.10 Orphan 38 1.0e-07 0.0014722 0.7713730 0.7275923
FALSE string ucec.data.2018.10.17 primary.solid.tumor 0 TRUE 0.10 Elastic Net 131 0.0e+00 0.0013660 0.8503587 0.7838313
FALSE string ucec.data.2018.10.17 primary.solid.tumor 0 TRUE 0.10 Hub 127 0.0e+00 0.1223854 0.8596011 0.6309315
FALSE string ucec.data.2018.10.17 primary.solid.tumor 0 TRUE 0.10 Orphan 129 0.0e+00 0.0035221 0.8527910 0.7776801

4.4 Non-zero genes

4.4.1 Venn Diagram of selected genes

4.4.1.1 Overlap between models (with same target number of variables)

Base model: Elastic Net with Target Vars: 170 and Alpha: 0.10

Base model: Hub with Target Vars: 38 and Alpha: 0.10

Base model: Orphan with Target Vars: 125 and Alpha: 0.10

Table of genes in models

(not running at the moment)

5 5000 Runs

5.1 C-Index distribution

Test set

Summary of C-Index and Log-rank

metric model base.model target.vars alpha mean std median min
C-Index (Test set) Hub Elastic Net 170 0.10 0.642 0.060 0.643 0.402
C-Index (Test set) Hub Hub 38 0.10 0.642 0.062 0.645 0.371
C-Index (Test set) Hub Orphan 125 0.10 0.647 0.059 0.649 0.42
C-Index (Test set) Elastic Net Elastic Net 170 0.10 0.654 0.059 0.654 0.44
C-Index (Test set) Elastic Net Hub 38 0.10 0.657 0.059 0.658 0.433
C-Index (Test set) Elastic Net Orphan 125 0.10 0.654 0.059 0.654 0.456
C-Index (Test set) Orphan Elastic Net 170 0.10 0.659 0.058 0.660 0.474
C-Index (Test set) Orphan Hub 38 0.10 0.668 0.057 0.669 0.432
C-Index (Test set) Orphan Orphan 125 0.10 0.661 0.058 0.662 0.476
Log-rank (Test set) Hub Elastic Net 170 0.10 0.165 0.214 0.073 3.79e-06
Log-rank (Test set) Hub Hub 38 0.10 0.169 0.221 0.073 1.73e-06
Log-rank (Test set) Hub Orphan 125 0.10 0.154 0.205 0.068 1.74e-07
Log-rank (Test set) Elastic Net Elastic Net 170 0.10 0.166 0.215 0.076 2.5e-07
Log-rank (Test set) Elastic Net Hub 38 0.10 0.162 0.212 0.073 1.96e-06
Log-rank (Test set) Elastic Net Orphan 125 0.10 0.169 0.215 0.077 2.5e-07
Log-rank (Test set) Orphan Elastic Net 170 0.10 0.161 0.208 0.073 1.74e-06
Log-rank (Test set) Orphan Hub 38 0.10 0.126 0.182 0.048 2.15e-06
Log-rank (Test set) Orphan Orphan 125 0.10 0.158 0.209 0.072 4.09e-07

C-Index Distribution

Rank

Elastic Net vs Hub
base.model r.squared
Elastic Net with target nvars: 170 alpha: 0.10 0.4891531
Hub with target nvars: 38 alpha: 0.10 0.2713406
Orphan with target nvars: 125 alpha: 0.10 0.4624901

Elastic Net vs. Orphan
base.model r.squared
Elastic Net with target nvars: 170 alpha: 0.10 0.9098383
Hub with target nvars: 38 alpha: 0.10 0.8415868
Orphan with target nvars: 125 alpha: 0.10 0.9054668

Hub vs. Orphan
base.model r.squared
Elastic Net with target nvars: 170 alpha: 0.10 0.4277461
Hub with target nvars: 38 alpha: 0.10 0.2522905
Orphan with target nvars: 125 alpha: 0.10 0.4035038

Train set

Summary of C-Index and Log-rank

metric model base.model target.vars alpha mean std median min
C-Index (Train set) Hub Elastic Net 170 0.10 0.896 0.009 0.897 0.862
C-Index (Train set) Hub Hub 38 0.10 0.765 0.016 0.765 0.699
C-Index (Train set) Hub Orphan 125 0.10 0.866 0.011 0.866 0.824
C-Index (Train set) Elastic Net Elastic Net 170 0.10 0.881 0.010 0.881 0.848
C-Index (Train set) Elastic Net Hub 38 0.10 0.785 0.014 0.786 0.726
C-Index (Train set) Elastic Net Orphan 125 0.10 0.851 0.010 0.851 0.812
C-Index (Train set) Orphan Elastic Net 170 0.10 0.888 0.010 0.888 0.852
C-Index (Train set) Orphan Hub 38 0.10 0.792 0.013 0.792 0.742
C-Index (Train set) Orphan Orphan 125 0.10 0.858 0.010 0.858 0.819
Log-rank (Train set) Hub Elastic Net 170 0.10 0.000 0.000 0.000 0
Log-rank (Train set) Hub Hub 38 0.10 0.000 0.000 0.000 5.55e-16
Log-rank (Train set) Hub Orphan 125 0.10 0.000 0.000 0.000 0
Log-rank (Train set) Elastic Net Elastic Net 170 0.10 0.000 0.000 0.000 0
Log-rank (Train set) Elastic Net Hub 38 0.10 0.000 0.000 0.000 3.33e-16
Log-rank (Train set) Elastic Net Orphan 125 0.10 0.000 0.000 0.000 0
Log-rank (Train set) Orphan Elastic Net 170 0.10 0.000 0.000 0.000 0
Log-rank (Train set) Orphan Hub 38 0.10 0.000 0.000 0.000 9.99e-16
Log-rank (Train set) Orphan Orphan 125 0.10 0.000 0.000 0.000 0

C-Index Distribution

C-Index Rank

5.2 Log-rank test on Kaplan-Meier models

5.2.1 Log-Rank distribution

Cumulative

Distribution of Log-rank test with groups separated by high and low risk groups

Distribution

Distribution of Log-rank test with groups separated by high and low risk groups

5.2.2 Log-Rank Rank

5.2.2.1 Elastic Net vs Hub

base.model r.squared
Elastic Net with target nvars: 170 alpha: 0.10 0.2141483
Hub with target nvars: 38 alpha: 0.10 0.1005465
Orphan with target nvars: 125 alpha: 0.10 0.1871180

5.2.2.2 Elastic Net vs. Orphan

base.model r.squared
Elastic Net with target nvars: 170 alpha: 0.10 0.5867203
Hub with target nvars: 38 alpha: 0.10 0.4470404
Orphan with target nvars: 125 alpha: 0.10 0.5890808

5.2.2.3 Hub vs. Orphan

base.model r.squared
Elastic Net with target nvars: 170 alpha: 0.10 0.1765398
Hub with target nvars: 38 alpha: 0.10 0.1057735
Orphan with target nvars: 125 alpha: 0.10 0.1645217

5.3 Consesus genes

5.3.1 Selected genes over all runs

Bar plots of frequencies

Overlap between variables selected

Base model: Elastic Net with Target Vars: 170 and Alpha: 0.10

Base model: Hub with Target Vars: 38 and Alpha: 0.10

Base model: Orphan with Target Vars: 125 and Alpha: 0.10

5.3.2 Selected genes in significant runs

i.e. with pvalue < 0.05 in Log-rank test using the test set.

Bar plots of frequencies

Overlap between variables selected

5.3.2.0.1 Base model Elastic Net with target nvars: 0.10 alpha: 170

5.3.2.0.2 Base model Hub with target nvars: 0.10 alpha: 38

5.3.2.0.3 Base model Orphan with target nvars: 0.10 alpha: 125

5.3.3 Genes in Significant runs

i.e. with pvalue < 0.05 in Log-rank test using the test set.

Top consensus 20 genes

Gene Overlap total
MBOAT2 2 12109
RSPO2 3 9232
VSTM5 2 9148
GFRA4 3 8838
SPDYE3 2 8615
MGAT4A 2 8390
STAC 3 8311
MIR7-3HG 3 8212
RBPJ 2 8147
NOS2 2 8004
C1orf53 2 7941
CRB1 3 7897
SRD5A1 3 7610
SLC5A7 3 7538
LCK 2 7298
ERBB2 2 7151
SATL1 3 7043
BATF 2 7028
PCSK1 2 7025
ESR1 2 6981

All Genes

MBOAT2(12109), RSPO2(9232), VSTM5(9148), GFRA4(8838), SPDYE3(8615), MGAT4A(8390), STAC(8311), MIR7-3HG(8212), RBPJ(8147), NOS2(8004), C1orf53(7941), CRB1(7897), SRD5A1(7610), SLC5A7(7538), LCK(7298), ERBB2(7151), SATL1(7043), BATF(7028), PCSK1(7025), ESR1(6981), ACTA1(6958), CELF4(6951), NSG2(6853), SELENON(6849), NLRP5(6830), AKT2(6697), GNAT1(6689), CPS1(6655), MYC(6634), SCGB2A1(6626), PCDHA5(6582), GLT8D1(6454), HRAS(6416), UBC(6414), IGSF1(6383), GPR37L1(6157), UMPS(6132), L1CAM(6084), NEUROD1(6044), OAS1(6039), SEZ6(6000), LLCFC1(5999), DCAF12L1(5923), INS(5896), CDH18(5880), FBXO46(5868), FP565260.3(5845), TMC2(5837), ANKRD34B(5767), TMEM174(5724), FAM151A(5717), SST(5685), OR2T34(5670), MUC17(5669), ALKAL1(5651), ALB(5594), POLR1G(5566), RASAL1(5462), PRKCE(5458), PTEN(5454), NEUROD4(5418), CABP7(5406), FAM25C(5402), GOLGA8IP(5402), KCNK6(5379), SI(5363), YWHAB(5353), RPP40(5324), HSP90AA1(5306), CTSW(5277), EPHA10(5241), CHODL(5238), TMEM169(5194), LTB(5193), ACTR3(5184), AKT1(5139), DAPK3(5136), IDNK(5113), STK11(5054), UBL4B(5019), OR9I1(4986), POU4F3(4979), SLC35D3(4977), MEPE(4658), INSM1(4599), ABCC11(4599), BTNL8(4598), CDKN2A(4572), RHOA(4567), B4GALNT3(4560), AKAIN1(4555), TM4SF20(4490), NPAP1L(4436), GUCY2C(4427), CASP14(4415), PGAP3(4412), LTA(4391), HSFY1(4387), ZFAND4(4386), OGT(4378), RNF223(4374), CDK14(4367), MAIP1(4366), FOXP3(4357), ZBTB7C(4336), SPATA32(4322), RET(4308), NETO1(4289), MAL(4277), RAC3(4254), TEX13B(4218), CGREF1(4208), AQP4-AS1(4206), OC90(4191), UBB(4186), DEFB106B(4095), LY6L(4093), SCGB3A2(4070), ACTBL2(4063), AADAC(4055), MGAT4A(4051), TSPO(4039), USP26(4016), JUN(4001), TP53(3986), STARD3(3983), CDK3(3971), DEFB135(3945), GSTA2(3933), MYT1(3918), TMSB15B(3894), CPLANE2(3848), PPEF1(3841), NOL4(3835), LRRIQ4(3828), AC138647.1(3761), SYT4(3753), CDK6(3744), H2AC1(3743), SUCLG1(3724), PHACTR3(3674), OR4M2(3668), TMEM229B(3654), CAMK4(3647), CRCP(3640), MIEN1(3639), CFTR(3637), POTEJ(3600), STX18(3572), TNFRSF18(3561), DRAM1(3534), CDK5R2(3525), RPS6KA6(3520), ARL1(3497), YWHAZ(3457), AL355916.3(3455), CRH(3446), GAPDH(3441), MRPS5(3407), SFTPB(3396), CELF4(3395), TPGS1(3394), ACTC1(3341), SRD5A1(3329), POC1B-GALNT4(3311), OR2W1(3304), RAC1(3304), NOXO1(3301), OR5F1(3296), KRTAP2-3(3295), POTEI(3276), C11orf72(3275), ANKRD40CL(3259), MYH14(3257), SPP2(3256), PRDM10(3251), OTOG(3245), LLCFC1(3244), TDRP(3244), NDUFC1(3221), FOXE1(3217), OAS3(3200), MAP3K15(3189), C7orf65(3176), SCGB1D2(3138), OR2W3(3125), MEP1A(3115), TMC2(3115), GATA1(3114), SLITRK2(3097), TNFRSF18(3089), CRH(3082), RND2(3074), TOMM40L(3049), PHKA1(3046), SRC(3040), MUC3A(3030), WDFY2(3024), TMTC1(3020), FAM151A(3018), FOS(3015), RAC2(3014), RHOV(3013), YWHAQ(3010), MIR7-3HG(2989), PRKN(2989), POLDIP2(2964), ABCC8(2951), MAGEA9(2950), NSG2(2942), PRCD(2928), SSC4D(2925), SLC25A43(2917), LRRIQ4(2905), FBXW10(2897), CENPVL3(2888), SPP2(2883), EPPK1(2862), RHO(2858), ITGA2(2852), TMEM155(2850), GAL3ST2(2837), RGS8(2830), CXorf49(2827), MACC1(2827), GRIA4(2819), H2AC1(2817), STAC(2784), NHP2(2767), TMSB15B(2763), NEUROD4(2755), TMEM174(2746), TTC23(2729), KCTD16(2713), ARL4C(2699), AC107871.1(2681), FDXACB1(2679), ACTL9(2667), CD8A(2656), EEF1G(2648), OR2L2(2647), TM4SF20(2636), MGAM2(2634), CXorf49(2630), FAM228A(2627), GABRA2(2626), SEZ6(2613), MATN1(2593), NR6A1(2584), MYADML2(2575), TBC1D22B(2572), GRB7(2571), MAGEA9(2567), CALB2(2564), AC092143.1(2559), SCGN(2547), OTUD7B(2540), GFRA4(2522), CAT(2498), EPHB3(2494), IGF1R(2479), NOXO1(2477), AC010997.3(2468), PHKA1(2451), FOXD3(2439), LVRN(2435), DAGLA(2432), MAPK6(2427), NDUFAF2(2426), SNX24(2424), AC105052.1(2414), SLC6A11(2411), STAG3L4(2406), ACTRT3(2398), AVP(2396), NEXMIF(2385), UGT1A1(2377), KRTAP9-6(2369), GDAP1L1(2365), ACACB(2362), GGH(2358), DLGAP3(2341), LHX1(2333), KDM4B(2329), STX1A(2328), SILC1(2317), NKX2-5(2314), LINC00324(2303), NDST4(2301), CDC42(2301), ZNF683(2292), CDK5(2269), OPRL1(2268), GGACT(2263), GOLGA6A(2262), PGR(2262), CRB1(2260), CRYAA2(2259), RETREG3(2257), RHOBTB1(2249), CD177(2245), SLITRK2(2239), KRT9(2238), IRAK4(2234), GHRH(2221), ROR1(2203), CDK5R2(2196), HSPA1L(2179), PTK6(2177), LRP8(2169), MAP4K1(2165), BCL2(2163), MAPK12(2160), ELAVL4(2145), CDKN2B(2144), KDM4F(2144), OR5AR1(2133), CDK2(2128), CEACAM21(2127), TNFAIP1(2118), FHDC1(2115), DPPA5(2111), PTEN(2107), MTOR(2105), FGFR2(2103), ACLY(2097), RAC3(2092), ELAPOR1(2082), EPHA6(2080), C9orf139(2071), CDH3(2065), TP53(2065), IGF1R(2062), AC120057.2(2057), GRM3(2049), ZFAND4(2047), ABCC2(2029), CAPN5(2024), TEX35(2023), NPAP1L(2022), S100B(2020), FAU(2020), PDE11A(2017), FERMT1(2016), PRELID3A(2013), SCRT1(2013), KCNJ12(2008), ZNF69(2005), MAPK6(2001), RHOBTB3(2001), BCORL1(1994), PCSK6(1994), NLRC3(1988), IP6K1(1986), MLEC(1985), KRT33A(1982), TXNDC2(1980), C17orf67(1979), FMO3(1939), CST5(1939), DRGX(1938), PHGDH(1932), RHOD(1931), KCNH7(1919), RHOD(1910), FOXO6(1908), JUN(1883), CDK14(1879), BTNL8(1868), MAP7D2(1864), OR2T5(1850), WFIKKN1(1848), UBD(1847), CYFIP2(1842), BCRP2(1842), NOTCH1(1838), EPHA8(1828), RASD2(1826), KCNK10(1805), MUC17(1805), MRGPRX3(1800), MDM2(1794), KCNK9(1793), RASD2(1791), SLC22A8(1785), PRKAR2B(1781), CD19(1772), ALPK2(1765), GGT2(1764), TBP(1764), KRAS(1755), CKMT1B(1753), ISG15(1751), TOMM34(1741), CHRNB4(1739), PIM1(1735), CDC14B(1733), MRGPRX3(1732), PAOX(1726), CLDN16(1723), TSPY4(1718), NOP56(1717), IL13RA2(1716), TNF(1713), KLRB1(1710), SLC22A8(1708), KLRG2(1703), SMARCA2(1694), BEX2(1694), XKR7(1690), TMEM63C(1686), NPY4R2(1682), OAS2(1678), C14orf39(1667), SHISA8(1662), OTC(1657), DECR1(1654), TYRO3(1652), SYT4(1648), CD3E(1645), FOXL3(1633), GJD3(1629), RASL10A(1621), ATP4A(1618), ODF3L2(1606), NOL4(1604), ENSG00000277669(1603), MSX1(1603), TRIM46(1601), IMMT(1597), ZDHHC15(1587), ASL(1586), ADCY4(1585), DAZ1(1585), RSPO2(1582), SATL1(1580), HSPA13(1578), SPIN3(1572), ERBB4(1567), PCDHA5(1566), SHISA9(1566), RGPD4(1564), CLDN16(1561), GAK(1559), GNAT3(1557), HPDL(1555), ZNF705B(1554), RNF165(1553), AMDHD1(1547), C22orf46(1543), ROS1(1536), BARX2(1532), INSM1(1522), SIRT2(1511), KRT76(1510), TMEM41A(1505), TREX2(1504), STYK1(1500), TNFAIP1(1493), GSK3B(1492), NTS(1489), IAH1(1488), PCSK4(1488), CTTNBP2(1481), SMARCA2(1480), EFCAB3(1473), REC8(1462), KRTAP9-6(1462), CST5(1461), HDAC8(1439), CD3D(1438), FAM189A2(1435), TCP1(1434), DOK5(1431), FAM118A(1428), TADA2B(1426), LMX1B(1425), OLIG3(1420), CALN1(1417), INSC(1415), ERAS(1411), ACOT11(1410), GOLGA6L6(1407), GOLGA8IP(1406), ACOT11(1402), CCND1(1397), FOXD4L6(1392), CREBBP(1391), TBC1D3L(1386), VPS39(1384), EPHX4(1379), ATF3(1378), AGAP7P(1377), DHDDS(1374), IL6(1369), CRHR1(1364), AIRE(1361), CD177(1361), MAPK14(1360), EPHB2(1355), MAPK3(1354), CRYBA2(1353), FICD(1350), OCM2(1344), HDAC2(1342), MAB21L4(1339), TUBA4A(1337), CDK1(1336), NXNL2(1335), GH2(1332), ASS1(1329), TNN(1328), OR1G1(1327), SLC25A45(1320), ANGPT4(1318), AGMO(1314), GSK3A(1314), C5AR2(1305), OR2T7(1305), AC107871.1(1305), FURIN(1278), OR5AR1(1277), AC036214.3(1277), MSH3(1267), EPHA8(1267), NEUROD1(1264), ZNF79(1263), ACTL10(1262), SCG2(1257), HDAC8(1256), OR2T5(1255), TSSK1B(1249), ACTL6B(1249), ING1(1243), EP300(1242), TBC1D31(1235), HS3ST4(1235), HSPD1(1233), MTRNR2L2(1231), RHBDD3(1218), TTPA(1211), BFSP1(1208), TBPL2(1205), PECR(1189), TM9SF4(1188), C1QL2(1183), PCDHGB6(1182), DCAF4L2(1177), KCNK9(1173), CD1C(1173), C17orf99(1167), DIAPH2(1161), CSNK2A3(1158), HDAC5(1158), CDK3(1156), TAAR8(1155), TACR3(1153), BARHL1(1152), BRINP1(1151), LRRC31(1148), ASS1(1144), PRKG2(1143), LMX1B(1127), C10orf55(1122), SRPX(1121), AC010997.3(1114), SCGB1C1(1111), CXCR3(1109), LEP(1106), MYDGF(1102), ANGPT4(1098), GNAT2(1098), LRRN2(1091), SELENON(1088), PXDN(1086), C19orf47(1074), ZNF837(1069), TAAR8(1068), ACTA2(1067), YWHAZ(1067), PRKG2(1065), LGALS13(1063), CRABP2(1058), LGALS13(1055), KCNC1(1054), PAOX(1053), AQP2(1051), AP3B2(1047), NBR2(1045), FOXD4L5(1041), RGPD2(1033), C4orf3(1032), CDX1(1030), OTOP3(1029), THEM6(1026), PRKCA(1022), KCTD16(1020), SLC4A5(1016), MPP4(1013), MAP2K5(1009), TMEM171(1005), TMEM178B(1001), NFKB1(998), ACTBL2(998), TPBGL(996), GSK3A(996), DNAH8(994), AHSP(986), ACTR1A(986), CRELD2(983), PSEN1(980), STPG4(978), NTAQ1(977), APOBEC3D(974), UBL4A(974), NTS(971), RIPK4(970), SEPTIN1(969), MRPL48(964), PTPRT(958), SCN8A(957), JPH1(956), HMGB1P1(956), CCND1(954), LRATD2(954), ACTL7A(953), HSPA14(951), MTRNR2L10(946), BBOX1(945), CACNG3(943), TUBB4A(943), SMARCA4(943), MYLK2(941), MAP2K1(940), CUZD1(933), LIX1(932), CLDN9(931), FAM83A(925), TRIM58(923), POU4F3(922), SIX1(918), ATP10B(916), CTAGE8(916), SAT2(915), HSPA5(914), INSR(912), CTTNBP2(911), PPP2CA(911), CYRIB(909), INTS13(906), SRI(905), HNF4A(902), SCGB3A2(901), GOLGA6L1(901), CBSL(899), OR10Z1(897), MXD1(895), UBE2L5(891), OR52B4(890), SI(889), OR3A1(885), OTOP2(882), FP565260.3(882), ASNS(880), FERMT1(878), SOX12(877), IL17RE(875), FLT1(874), NRXN1(870), GTSF1L(870), IKBKG(869), PTX3(868), COL11A1(867), SNAI3(867), TMEM179(866), CCDC177(861), GRM3(859), LGR4(858), DSG3(857), C3orf14(852), UBE2D2(849), PPP3R1(848), FAM24B(846), EEF1A2(839), SCGB1C2(838), HDAC1(838), LGALS4(835), TRIB2(834), TUFT1(833), PLA2G4F(833), GIMD1(832), PHGR1(830), HDAC4(830), CMSS1(827), RAP1B(825), FOLH1B(824), GOLGA6A(823), DNAJC12(822), CADM2(822), PRAC1(821), TTC32(820), AJAP1(819), SLC22A8(819), LGALS9C(818), PPP5C(815), KCNH7(815), DEFB136(815), OR11H2(814), LARP6(812), VMAC(812), DSG1(809), FGFR1(807), PLCXD1(806), BCL2L1(802), SIX1(801), MTHFD2(792), NRTN(786), TMEM106A(785), EVX1(783), SLITRK4(778), NCR1(777), TYK2(777), STAT6(776), MGP(773), GATA2(773), TTC6(773), KCNJ15(770), C11orf86(770), HSPA1B(770), MAGEB17(769), DMC1(767), OR9I1(767), BARHL1(766), NIM1K(762), FEV(760), GP5(759), TMEM150A(758), TRPV5(756), OPRL1(756), GYS2(754), HDAC9(753), TM2D3(748), EGR4(745), RABL2B(744), DOHH(744), TVP23A(742), XPO5(741), OR52J3(738), CDH1(738), KCNJ16(737), RPS6KA4(734), PNMA5(731), CST7(726), RASGRP3(725), CTF1(723), IGSF10(723), PITX3(722), H3C1(722), PCDHAC2(721), PKDCC(720), MYO3B(718), CCDC86(717), MLC1(714), AL645941.2(713), B4GALT1(710), UAP1L1(709), STMN4(704), LPAR4(704), GPR37L1(695), CALML3(694), HDGFL1(691), KCNK10(688), SIMC1(687), SLC12A1(686), AL096870.1(686), ZNF501(674), TPPP2(673), AL136295.4(671), AC008537.1(671), RNF44(670), RIPK3(670), CDC37P1(668), DAPL1(667), NECAB3(663), FYN(663), OSTN(662), EPHA1(662), DACH2(659), SCGB1C1(659), C8orf37(657), INSC(654), SELENOS(650), ITGB1BP1(649), KLF4(649), HOXD1(648), FOXN1(640), SUMO2(640), FAM167A(633), PLA2G2A(631), GMPS(630), LINC01559(629), HMHB1(628), SLC45A3(628), MYO1D(628), KCNK2(626), KSR1(626), RNASEK-C17orf49(624), MAPK13(624), ARMCX6(622), RPS6KA1(621), CACNA2D3(619), DDC(616), HS6ST1(609), STX1A(607), IGF1(604), KCNK2(604), MTG2(601), MTRNR2L9(600), UGT2A3(599), CRYBG2(599), RAB29(596), B4GALT4(596), FLT3(593), ZNF542P(592), PGLYRP3(590), OR12D2(590), ANKRD13B(588), ISM2(587), EEFSEC(587), PNMA8B(587), COL23A1(586), OSTC(583), IFNE(582), UCK2(579), PHETA2(579), NPY4R(579), JAK3(578), NOP16(577), NCCRP1(576), HSPA12B(575), SLC17A6(575), TAAR6(574), PTPRN(573), AATF(573), EGFR(573), KCNC1(568), VRTN(568), ADA(567), IFT20(564), BLOC1S3(563), OTUD7A(562), RHEBL1(562), LHB(561), LIPH(561), CDH18(557), IP6K1(554), FAM25C(552), OASL(552), SLC17A6(551), CAPN3(550), ADGRF1(550), OTUD7A(550), SHISAL2A(550), MAP2K5(548), NR6A1(546), ZNF138(545), RHOU(543), MRPL15(542), HDX(541), ATP2C2(540), PHLPP1(540), IAH1(539), PLIN5(539), TSHR(538), MAPK15(536), KLF8(534), THRB(533), C3orf33(532), ZDHHC13(531), HIPK4(530), NOS3(529), OR2T3(528), SASH1(525), CDK16(525), EN1(524), GAL(523), CHGB(521), DACT2(521), KLHL1(519), KIAA1755(518), C7orf66(518), GMEB1(517), PCDHB9(517), ACTR3C(517), WHAMM(514), SLC8A1(514), RABL2B(514), PIDD1(513), EGR1(513), RPS4Y2(511), DDC(507), DIAPH2(503), FABP1(503), DRICH1(503), CCT5(503), COPS5(502), RILPL2(502), CCDC174(502), IHO1(502), HIF3A(502), PAMR1(501), GNGT2(501), AC117457.1(500), GHRH(500), CMTR1(499), SLC16A1(499), P2RX4(498), PCSK5(498), DNAJC3(498), B4GALNT1(496), ACOXL(494), KRT20(491), PAGE4(487), RNF114(484), HTR1A(484), PCDHGB6(483), RFX4(482), LBX2(481), ZNF688(480), PCDH11X(479), ANXA10(478), HSPA12B(477), ALG2(475), ZNF346(473), GATA2(473), TOX2(472), DBNDD2(469), SLC9A3(468), MKRN2OS(468), NQO2(466), FREM3(463), ANKRD34B(463), AC008687.4(463), IGSF10(462), GOLM1(461), INSL6(460), DCAF12L2(458), PPP4R3C(457), NPR2(456), PCDHGB1(456), ATP1B3(455), AC008878.1(455), MOV10(454), CADM2(454), CRNN(451), ACAP1(451), PRSS3(450), POLR1B(450), ADCY5(449), MSH5-SAPCD1(448), TAAR9(446), RHOH(446), NHS(445), TRAF4(444), LRRC8D(444), IFI44L(443), C14orf177(443), MYH8(443), PRL(441), OR2V2(440), SPDL1(440), CHST9(440), GRPEL2(440), CALB2(440), PRKAR1B(440), MARK4(437), PKIA(435), GAL(432), ANK2(432), GATA4(431), SRCIN1(431), CBARP(429), CCDC182(429), MTRNR2L6(429), CHRNA10(428), HSPA14(428), R3HDML(427), EWSAT1(427), SPRYD4(424), GRB2(424), TAGLN3(422), RAD54B(422), COL11A1(421), SLC25A23(421), LINC02873(421), WDFY2(421), NLRP5(420), KCTD21(420), MYH6(420), AP000295.1(417), METTL16(415), CDK18(415), MRPS18A(414), NUDT19(414), NOL10(413), KBTBD6(409), UBB(409), CADM1(408), DCLK1(407), VCP(406), VRK2(405), THRB(404), RPS6KA3(401), AC018630.4(400), SLC16A1(400), SLC22A2(399), FBP2(399), LVRN(399), HLA-DMB(398), LYN(398), UBAP1L(397), C4orf17(394), PVALB(393), BBOX1(392), TSSK4(392), SLC8A1(391), SELENOS(391), UROD(390), DYRK1A(386), SMIM14(386), WDR82(386), GPRIN1(386), ANOS1(385), KRT35(385), TRAPPC5(385), IGF1(385), TCOF1(384), SIRT3(383), TMIGD2(383), SLC17A6(379), EPHB1(378), PRKAG3(378), GRB14(377), TMEM217(376), SLC6A17(375), LMX1B(374), MTG2(373), BFSP2(372), BACE1(371), NOTCH2(369), TCAP(367), ZFHX4(365), AGMO(365), RAD51D(365), AP3M2(364), MMP24(364), GDPD2(361), SLC19A3(361), CAMK1G(360), PIAS4(360), MTFR1L(360), POTEC(359), C16orf54(357), SPZ1(354), MCTP1(352), SLC47A1(351), DNM2(350), RAP2B(349), PRKAG1(348), AK4(346), FMR1NB(345), ZNF77(344), ANK1(344), LIMK2(344), FN1(343), SRSF8(342), CALY(341), HSF5(341), STRA6(339), EML3(339), PRORY(339), TMEM225B(338), STAG3L3(337), ASB5(336), BNIPL(335), PCOLCE2(335), SPDYC(334), GMPPB(333), MAD2L1BP(331), MAGEA5(331), MB21D2(330), POLR1A(330), CAPN5(330), MBP(330), MLC1(329), ZAP70(328), DNER(328), MAP3K10(328), GGT7(325), NAP1L2(325), AL355315.1(325), PPP1R17(324), YWHAG(323), SLC24A2(322), IP6K3(322), SPHK2(321), PARP12(320), DGKE(320), CSH1(319), PDE1A(319), EHMT2(318), ADA(315), CD2(315), FNDC1(314), GGCX(313), ADAMTS16(313), CXorf49(313), PAX4(312), MRFAP1L1(312), H2BC6(311), ACTRT2(311), CCDC159(310), ANOS1(309), MCOLN3(309), GDPD2(309), CBWD2(309), RXFP2(309), SPN(307), PRR3(307), OR2W3(307), DPP9(306), KIT(306), CD40LG(305), SPDYE6(305), SLCO4C1(302), PRAMEF1(301), ACTRT3(301), MAP3K21(300), RFPL4A(300), FGFR3(297), TYRP1(296), DOCK8-AS1(296), CYP7A1(295), EXPH5(294), EPHA3(293), TOX2(292), CCDC62(292), GOLGA7(292), PAX6(291), LZTS1(291), MRPS18A(290), PRKAA2(288), OR2T34(288), TBC1D31(288), PDGFRL(286), ZNF608(286), EHMT1(286), SLC5A7(285), FCMR(284), NUAK2(284), KALRN(283), TLR10(282), ZNF582(281), DPEP3(280), C1QTNF7(280), C7orf61(280), CDH17(280), USP26(280), PCDH15(279), OR2L2(279), PLCD1(277), CR1L(277), MSX1(277), DSG3(275), TUBB7P(275), CLDN18(274), INO80C(274), C3orf62(273), UBQLN4(272), PPP2R2B(270), AFMID(269), NF1(269), SLC6A4(268), AIG1(267), LGI2(267), CFTR(266), PTPRN(264), OLAH(264), LINC00313(264), PTK7(264), TRPV5(264), C22orf39(263), IRAK2(263), USP7(262), PITX3(262), LCNL1(261), TXNDC11(260), CRHR1(259), RBP2(257), MRAP2(257), CCL13(257), BOP1(257), SIX1(257), KIAA1549L(256), RFC2(254), TNFRSF14(254), CSF2(254), FN3K(254), MYPOP(254), C3orf22(254), ALKAL1(254), BAG1(253), HUNK(253), ACTL8(252), AC005041.1(252), EPB41L1(251), INHBE(250), TULP3(249), XRCC3(249), CHP2(247), TRIB3(246), RBP2(246), MYOD1(246), PFKM(245), EXOSC5(245), PRKCG(245), CHAC1(244), RASGRP3(244), SLC9B1(244), THEM5(243), KRT35(241), AC008763.3(241), MLF1(239), AVP(239), TAGLN3(238), GMPPB(238), LARP6(237), POLR2J2(237), CSK(236), GGT7(236), VSIG1(234), RCVRN(234), SDF2(234), CDKAL1(234), ENSG00000213865(233), SLC38A3(233), MYBPC2(232), CCDC6(232), SMR3B(232), GNB3(231), SLC6A6(230), KAT2B(230), SPN(230), F2(227), ASS1(226), PCDH11X(225), KCNJ15(225), CRYBA2(224), RBIS(224), HOXD4(223), TTBK1(223), SYCP2L(223), MSH5-SAPCD1(223), RASGEF1A(221), ACTR10(221), APOBEC3A(220), RAB33A(220), TIGIT(220), LCE5A(220), IRGC(218), DPY19L1(217), CDK4(217), ALX1(216), MEP1A(216), SOX30(215), DMRTC1B(215), NCR3(215), ENSG00000255275(214), SLC13A2(213), BHMG1(213), RPS6KB1(213), RRAD(212), AC010542.3(212), TPMT(211), CD3D(210), KLK6(209), PNMT(208), PEDS1(208), MCF2(207), ITPRID1(207), KHDC1L(206), GNA15(205), CADM1(205), MAFA(203), NCOR1P1(203), YWHAE(203), SMCO4(202), AC097637.1(202), NETO2(201), SRARP(201), RND1(200), GPRIN2(199), EVPLL(199), NONO(199), NLRP2(198), IGSF5(198), FAM218A(198), CYGB(198), PHB2(197), LINC00205(197), AC092073.1(197), ACTB(196), ERCC2(195), ATP5F1A(195), ACTG1(195), RBFA(194), CHRNA2(193), FAM90A1(193), WSB2(193), NRAS(193), PRKCH(192), TRIM3(191), B3GNT8(190), PVALEF(190), AC009163.5(190), CYP27A1(189), AC099811.2(188), FAR2(187), EFCAB6(187), HMOX1(187), GPR87(186), PDSS1(186), RAD54B(186), USP35(185), DEFB126(185), PTCHD3(185), DNAJC10(185), ARSF(184), KCNN1(184), SNAP25(184), MFSD6(184), CCDC116(184), PCDHB1(184), AQP11(184), PRR5(184), EMD(183), GPR6(183), SYCN(183), OR10S1(183), CAPN3(183), TNNC2(183), SGK1(183), ADCY10(183), RDH11(182), STAC2(182), TP53TG3F(181), DNAJC10(181), FAM193A(181), CCL5(181), BNIP5(180), CSH1(179), HK1(179), CREG2(179), GUCA2A(179), OR10H3(178), PDE9A(178), WDR82(178), CEP104(177), HIF3A(177), ZAR1L(177), PRDM12(176), AC092042.3(176), LDOC1(175), IFNA1(175), AP000295.1(175), HSPA6(175), FSCN3(174), OTULINL(174), LYZL6(174), MARCHF2(174), MAPK1(174), LYRM1(173), PLPPR5(173), RAB39B(173), CLDN1(173), PPARG(173), LRRK2(173), CNR2(172), TLR4(172), CALM2(172), RBP4(171), ELANE(171), RAET1G(171), MAB21L3(170), NOS1(170), TRPC6(169), STAMBP(169), GREB1(169), TRIM47(168), CKMT1A(168), CINP(167), FOXN1(167), GATA5(165), DUOXA2(164), TPP1(164), DAPK3(164), ZNF763(163), WNT10A(163), PRKACG(163), DRGX(162), C5orf34(161), TMEM95(161), FRG2B(161), AL391650.1(161), PLAGL2(161), NR1I2(161), AP001781.2(161), RPS27A(160), SFTPB(160), SERPINE1(160), TOMM40L(160), RAB5IF(159), CEACAM19(159), ATP11B(158), SH3KBP1(158), ME3(158), IZUMO1(157), NLK(156), ACAT2(156), PAX3(156), CTNNB1(156), ALDH1L2(155), GABRA2(155), CCDC58(155), OR51L1(155), C11orf71(155), EPHA4(155), DPYSL5(155), RAB11B(155), NKG7(154), AOC2(154), NUTM2F(153), RUNDC3A(153), THUMPD3(153), SERPINB5(153), DNAJC22(153), MYPN(152), ATCAY(152), MAPK9(152), KCNK2(152), C19orf18(151), GPN1(151), UBA52(151), FCER2(150), ANO1(150), MAP3K7CL(150), ADIG(149), MED10(148), LY6G5C(148), PNCK(147), STKLD1(147), VEGFA(147), PCNA(147), NOX1(146), TSPAN7(146), SHH(146), LINC01036(146), MOV10(145), TSPYL2(145), TRIO(145), OVCH1(144), ARL16(144), REM2(144), P4HB(144), UNC5A(143), GTF3C2(143), MMP3(143), DHX57(143), GLI3(143), CREB3(142), HGS(142), MYH7(142), WDTC1(142), LRRN2(142), PPP2R2C(141), FGF1(141), ABHD14A-ACY1(141), MMD2(141), TJAP1(140), OR2T10(140), STT3A(140), OR6C4(139), EFCC1(139), RBM4B(139), POM121(139), PCDHA1(139), ABHD11(138), MSLNL(138), ZRSR2(138), CU639417.1(138), FUS(138), THRB(138), RPL30(138), HSPA12A(138), PCDHA8(137), PHF14(137), PCDHB13(137), CALML6(136), GLIS1(136), TMEM50A(136), ELOVL2(136), PAPSS2(136), PRSS1(135), NELL1(134), TRIL(134), TMEM238L(134), PPP3CA(134), PARVG(134), PRKCD(134), TEX36(133), ST3GAL1(132), OPA3(132), KRT15(132), CAD(132), RAB25(132), MAPK7(132), HEXA(132), RANBP3L(131), FRAT1(131), CD300E(131), MAGED4B(131), GGT1(131), RIPK2(131), ABHD16A(130), JAK2(130), MUC7(129), ZNF488(129), PAK1(129), NAT14(128), SLC25A35(128), RHOB(128), DDX41(128), SLC12A3(127), SMPD4(127), TSHR(127), ATP2A2(127), C9orf139(127), TMEM100(126), RASL10B(126), TGFB1(126), RHOC(126), GRK4(125), PARVG(125), DPYSL5(125), C1orf54(124), CHCHD6(124), DHCR24(124), SIN3B(124), TRIM14(123), ELFN2(123), MATK(123), LMO3(123), FAM13C(123), DLX4(122), FAM217A(122), HOXA9(121), SPCS3(121), COL25A1(121), HOXA6(120), TTLL13P(120), FAM74A3(120), PDGFRA(120), DYRK1A(120), OR2B11(119), KRTAP1-1(119), AL033529.1(119), INSRR(119), UPRT(119), NFYB(119), ANXA5(119), RSRC1(119), IL1RL2(118), FOXL2(118), OR2T2(118), PDGFRL(118), PTPRT(118), MAL2(117), AC244517.10(116), SIGLEC6(115), ERI3(115), LRRC56(115), AC010325.1(115), RND3(114), BZW2(114), PLPP5(114), KAT14(114), ENC1(114), SIGIRR(114), TLDC2(113), APOBR(113), MAGEB16(113), GPN1(113), C15orf65(113), ELAVL1(113), CCT7(113), OR2V2(113), ATP1B3(112), RTL8B(112), CDK9(112), VLDLR(112), ARL4D(112), KCNT2(111), LINC01554(111), PRSS3(111), ADCYAP1R1(110), NHLRC1(110), ACTL8(110), ZNF219(110), HMGCS2(109), NDST4(109), PRELID1(109), TSPYL5(109), NME2(109), RALA(109), POMC(109), ONECUT2(109), CPLANE2(109), SEPTIN1(109), ALX1(109), FZD10(108), FCRL6(108), MAP1LC3C(108), P3R3URF-PIK3R3(108), KAT8(108), STAMBP(108), GPSM3(108), LMO3(107), NHLH2(107), C22orf34(107), PCDHA8(107), FARSB(107), MPP3(107), IFT46(106), RASL12(106), KRTAP21-2(105), ONECUT3(105), NLRC3(104), RACK1(104), ANGEL1(103), GNLY(103), PDX1(103), CD7(103), OR7E24(102), MALSU1(102), AC007040.2(102), RAD51B(102), MAPK11(102), PMS2P5(101), TDRD12(101), RASAL3(101), RND3(101), MYB(101), STK26(101), CD247(101), AC092042.3(101), OR5M11(100), LYPLA2(100), NOP56(100), TSSK4(100), AR(100), NUTM2F(99), NAIF1(99), ATP5MC3(99), OR52J3(99), TMEM74B(98), ST6GALNAC4(98), MAP3K6(98), SERTAD3(98), VIM(98), DMWD(98), NR2E1(97), MIP(97), PKP4(97), HPS6(97), LGR5(97), PRDM6(96), FGL1(96), OR1R1P(96), HCAR1(96), HDAC3(96), SOX1(96), ARX(95), CHGB(95), MCTP1(95), C5orf38(95), RIT2(95), NME8(94), SRGAP2C(94), ARF5(94), RAB10(94), TTC28(94), TLCD3B(94), ARMC1(93), KLRC1(93), XKR8(93), KRTAP5-6(93), TRAF4(93), FOXO3(93), SYK(93), HSFY2(93), MAP3K11(93), CNTN2(93), CYP4F3(93), TCIM(92), ANKRD20A2P(92), GPAT2(92), SLC5A5(92), GDPD2(92), NPY5R(92), CER1(91), GOLGA8F(91), OR2B11(91), ACTRT1(91), DDB1(91), BPI(90), XRCC3(90), SLC6A3(90), LMOD3(90), TBXT(90), TMEM120A(90), KCNU1(90), GOLGA6L22(90), MAPK4(90), PIK3CD(90), SYTL2(89), CARD14(89), TAS2R38(89), ABL1(89), CABP4(89), SPINK2(88), CD96(88), PHLDA3(88), OR11H12(88), ABCC8(88), FGFR2(88), CARS2(88), LRRC38(88), ADH5(88), IFT27(87), BRDT(87), TCF7L2(87), FABP6(87), SYT14P1(87), NLE1(87), SNCA(87), COL4A4(86), TTLL1(86), IGSF6(86), ZNF652(86), ZNF416(86), TFDP3(85), NPVF(85), CNNM1(85), ZNF706(85), COG8(85), KDR(85), ZIC3(85), YBX1(84), FAM72A(84), MTCP1(84), FAM240C(84), PLEKHM1(84), DICER1-AS1(84), PIWIL4(84), GZMA(84), OTX1(83), TNFSF10(83), DNAJC8(83), PNMA3(83), COL9A1(82), FAM161A(82), CLVS1(82), PALM3(82), FAM120AOS(82), VKORC1L1(82), TACR3(82), ZNF576(81), PRPS1(81), LY6H(81), ZNF629(81), LINC02873(81), SYT14(80), OR6C4(80), BMX(80), GATA3(80), MAP1LC3C(80), MACIR(79), CCR4(79), SAMD9(79), CEBPA(79), URB1-AS1(79), CTXND1(79), SUMO1(79), SH3KBP1(79), GRIA4(79), RPS6KB2(79), PIM3(79), CNMD(78), SLC13A2(78), BCAS1(78), HTRA2(78), A1BG(78), KCTD1(78), CDYL2(78), ADRA1D(78), RNF148(78), KRTAP10-3(77), SLC25A19(77), VTCN1(77), HRH4(77), CDC123(77), SAMD4B(77), ZNF677(77), PLXNA4(77), ZNF516-DT(77), CABP1(77), PRKDC(77), MADCAM1(76), NAGK(76), NPM1(76), PRELID2(76), TGFBR3L(76), ID2(76), CCDC116(76), SLC18A1(75), POLRMT(75), VIPR2(75), SLC39A5(75), IFNL2(75), ZFP57(75), KRTAP9-1(75), CKLF-CMTM1(75), RPS6KA2(75), PHGR1(75), RSAD2(74), STON2(74), ELAPOR2(74), SPRR4(74), LRRTM3(74), ACTR1B(74), OSER1(74), CNNM4(74), CSF1R(74), OSBPL6(73), CACNB1(73), SDHB(73), CAP1(73), COLEC10(73), ASB9(73), FOXH1(73), RIMS2(73), PHF24(72), EAF2(72), RADX(72), FSTL5(72), FOXA1(72), RPS27A(72), STK32C(72), RAB8A(72), GET4(72), ENSG00000274897(71), PPIE(71), CCL22(71), CGB3(71), LEF1(71), KAAG1(71), P2RY11(71), TRAF1(71), SLC25A19(71), CACNA1B(71), BOP1(71), CYP2D6(70), NPNT(70), MOB3A(70), BHMT(70), PTGDS(69), LRRC52(69), HOXD4(69), PLAC1(69), TMEM107(69), CSF2(69), SIRPG(68), CHST3(68), SIM2(68), PRAMEF11(68), CSNK2A1(68), LSM8(67), RNF152(67), MTARC1(67), RIT1(67), NKPD1(67), TOP1MT(67), OR2T7(67), AKNA(66), TMEM97(66), FAM122B(66), TRNAU1AP(66), NKAIN3(66), CLPB(66), ZBTB8A(65), ADAMTS15(65), NOG(65), SNRPN(65), SHH(65), DIRAS1(65), ABCC5(64), NEU3(64), SLC25A34(64), CCDC130(64), ACAT2(64), GHRL(64), RBP3(64), PODXL(63), KLK11(63), SEC61A1(63), GRAP2(63), XPO5(63), PDIA3(63), NKAIN1(62), COLEC11(62), SPATA22(62), CEBPG(62), AKR1C1(62), RPL23A(62), ZDHHC18(62), RDH11(62), RASD1(62), FOXC2(62), CDPF1(62), NDUFAF6(61), TLCD3A(61), POM121L12(61), MMP9(61), ACTR3B(61), CABP2(61), CHCHD3(60), MADD(60), TAF8(60), FAM135B(60), NUDT9(60), NINJ2(60), DENND6B(60), DHX8(60), PPP2R2C(60), MCCC1(60), RAB2A(60), OTX1(60), PDZRN3(60), TXN(60), ITPK1(59), C22orf24(59), ATF4(59), CARMIL2(59), PHKG1(59), METTL7B(59), CCDC9B(59), GPATCH3(59), ANP32C(59), MRM1(59), COL19A1(59), CREM(59), CEP170B(59), RHOJ(59), HSPA1A(59), CARD10(58), VASP(58), UBE2U(58), IFRD2(58), KDM4E(58), TP53TG3F(58), ME1(58), NELFCD(58), RNF34(58), CD3G(57), GTPBP2(57), YY1(57), CALB1(57), CDK15(57), BCL2L1(57), NRXN1(57), C3orf22(57), CATSPERG(56), TARS1(56), CA13(56), CCDC85C(56), PNMA2(56), REM1(56), MSH2(56), AARS2(56), CALML6(56), HSPA4(56), AC092073.1(56), PPP1R1A(55), PWWP3A(55), SRRM3(55), MAPK8(55), BIN2(55), ARF3(55), UTP4(55), ATP2B2(55), TEX47(55), IRAK4(55), SDCCAG8(54), PSMD5(54), CCDC112(54), CLCN4(54), SCEL(53), ARL8A(53), ZHX1(53), DNHD1(53), DIO1(53), AC138696.1(53), CMSS1(53), TEKT4P2(52), SOWAHA(52), DGKG(52), EPHA6(52), MET(52), ELF2(52), RHOQ(52), KLHDC3(52), DEGS1(52), SHOX2(52), MOGAT3(51), TMEM248(51), FOXK2(51), SCP2D1-AS1(51), ATF5(51), GNG5(51), OR4C6(51), KRTAP5-10(51), TMEM114(51), XKR5(51), PDGFRB(51), DSG1(51), KRTAP21-2(51), GOLGA6L6(51), EFS(50), MAP2(50), MFSD11(50), ARHGEF2(50), GLRXP3(50), XAF1(50), MMS22L(50), MEPCE(50), C8orf48(50), C2orf68(50), TSPAN10(50), NANOGNB(50), AL035460.1(50), CEBPZ(50), MDM2(50), IGIP(50), ENSG00000260300(49), ASB6(49), CDH22(49), C2CD2(49), RNF214(49), FIGN(49), KCTD8(49), ZRSR2P1(49), RPS27AP5(49), MIA(49), CCL15-CCL14(49), RIPK1(49), PRPS1(49), C1QTNF7(49), THAP9(49), SYCE1L(49), ACSM3(48), CACNA2D2(48), C3orf18(48), CHRAC1(48), MOGAT3(48), METTL8(48), RRBP1(48), CEP250(48), ALPI(48), MUC15(48), ZSWIM7(48), PLA2G4B(48), AC011455.2(48), SAMM50(48), IFIT2(48), RAB2B(48), PGAP4(48), KIZ(47), AARS1(47), KAZALD1(47), MED18(47), TRIM5(47), DRD2(47), SLFN13(47), ATP5F1C(47), LMNTD2(47), KRTAP9-2(47), ENSG00000277669(47), TTPA(47), N4BP3(47), SRY(47), ANKRD39(47), STRIT1(47), TXLNA(46), PCCB(46), TIMM10B(46), DMAC1(46), RAB15(46), GABPB2(46), USP41(46), PSCA(46), TRIM27(46), CDPF1(46), CTXN2(46), NME1-NME2(46), EPB41L1(46), TF(46), PRKAG2(46), ZDHHC8P1(46), WNT3A(46), ZNF730(46), ATP6V1G2-DDX39B(46), CCDC136(45), LPIN3(45), INAVA(45), LYSMD4(45), EML2-AS1(45), SLC22A2(45), KLF9(45), EIF5A(45), PNOC(45), SCG2(45), KRTAP9-1(45), CASP10(44), CNGB1(44), KHK(44), ESYT3(44), ZNF382(44), WDR72(44), RARG(44), GPR62(44), SAMD13(44), AC015688.4(44), ACTR8(44), RAP1A(44), FBP2(44), UTY(44), CNR2(44), CFAP92(43), SIT1(43), FITM1(43), MAPT(43), ELOVL2(43), SYCE1L(43), CRCP(43), CCL4(43), RAB7B(43), EMD(43), NTS(43), TRPC6(43), PPP5D1(43), TPD52(42), HSCB(42), SP110(42), GPR25(42), B3GALT5-AS1(42), POFUT2(42), AKR1C3(42), CTTNBP2(42), GARS1(42), OLA1(42), SLC39A3(42), ME3(42), SNAPC4(42), MPHOSPH8(42), GAS7(41), AK6(41), CHN1(41), GFAP(41), C6orf52(41), PSKH1(41), GON7(41), MC2R(41), HLA-DQA2(41), C1QTNF3-AMACR(41), RHOBTB2(41), SLC25A35(41), PITX2(41), OR3A1(41), GPR141(41), SLC38A3(41), AC005837.2(41), MAN2B1(40), ZNF85(40), CASP7(40), ADAT2(40), TBC1D3B(40), RAD51(40), HDAC7(40), EZH2(40), AOC2(40), ELOVL7(40), MAT2A(40), TTC24(40), EPHX2(39), NDUFA10(39), SYTL1(39), CPA6(39), NDUFA4L2(39), RNF5(39), C6orf226(39), GADD45A(39), SDHB(39), RAP2A(39), EPHA2(39), MCHR2(39), JAK1(39), ESRRA(39), ANAPC2(39), XPNPEP3(39), ITPKC(38), L3MBTL2(38), CD79A(38), FRMD5(38), TFDP3(38), FOCAD(38), TARS1(38), BLK(38), DERL1(38), SYTL2(38), EEF2(38), DPYD(38), ZNF763(38), NOTO(37), MGST1(37), SPAG4(37), ABLIM1(37), IGSF3(37), CACNA1B(37), ATG10(37), CLEC4F(37), C4orf36(37), ZNF417(37), CCDC137(37), PKHD1L1(37), CCNI2(37), LINC00852(37), AL163195.3(37), LPIN2(37), DDB2(37), CD1E(37), GRM2(37), MIR600HG(37), NUCB2(36), SLC35F5(36), ZDHHC8P1(36), ZFP42(36), OR52I2(36), CAMKK1(36), ABCB4(36), RHEB(36), PNO1(36), AAK1(36), PRKACB(36), LRRC56(36), ZNF521(36), SRCIN1(36), CDC42EP1(35), FHDC1(35), IFI44(35), CYP11A1(35), LHX9(35), RETNLB(35), BTNL9(35), ASAH2(35), PCDHGA10(35), PHF7(35), CCKAR(35), TMEM155(35), PBK(35), ASB16-AS1(35), WNT11(34), GSTT2(34), FCGRT(34), DYRK1B(34), CISD1(34), PSPN(34), NMBR(34), SLC3A2(34), CHD7(34), PLAAT3(34), CCDC185(34), GPR19(34), TBC1D22B(34), STAT3(34), ICOSLG(33), CHMP3(33), FBXL16(33), SOSTDC1(33), NOL4L(33), GTF2H4(33), SLC12A8(33), TMEM199(33), SCX(33), AC096887.1(33), ITGAL(33), DMC1(33), MYOG(33), RPS6(33), MARCHF4(33), YBEY(33), SHISA8(33), AC009163.5(33), MMP25(32), JHY(32), ZNF20(32), EFR3A(32), DEGS1(32), A1CF(32), TNIP2(32), XKR6(32), ZNF502(32), GSTA2(32), AC104532.1(32), MAP2(32), RRAS(32), KSR1(32), ECE2(32), PAOX(32), SRR(32), BDNF(32), OPTC(32), TRPC7(31), GOLGA3(31), DCAF4(31), RTL8C(31), DUSP6(31), SHKBP1(31), MYORG(31), GP1BA(31), C5orf52(31), ADGRA1(31), MFSD2B(31), DUX4(31), ACACA(31), KLF8(31), HSPA2(31), RALB(31), PKP4(31), PTPDC1(31), ZNF768(31), TRNAU1AP(31), LCAT(31), AC010325.1(31), ENSG00000278272(30), PHKA2(30), FKBP1A(30), HOXA5(30), CDR2L(30), RFESD(30), C6orf132(30), RUNDC1(30), FOXI3(30), GAS8-AS1(30), SRRM5(30), AC011498.4(30), GP6(30), KIZ(30), HSP90AB1(30), RHOV(30), URI1(30), PPP3CB(30), CCT4(30), TNFSF10(30), MPST(30), KIF1A(30), HRH4(30), GDF7(30), MRPS5(30), ADCY8(30), ADCY1(30), RELA(30), BPIFA4P(30), HOXA4(30), PARVA(30), DKKL1(29), TAF12(29), FMOD(29), EMB(29), ARL14(29), SLC35D3(29), TAFA1(29), CLDN6(29), FFAR3(29), DDX39B(29), ASAH2B(29), AC004691.2(29), ZFY(29), TP73(29), CYP2D6(29), SLC16A10(29), TEK(29), ALX3(29), GART(29), SLC6A5(29), PC(29), IPO9(29), KRTAP20-4(29), C19orf81(29), CCL4(29), ATP6V1H(28), ZNF264(28), DOCK8(28), GALNT18(28), PCDHB3(28), TMEM50B(28), RASGEF1C(28), KCTD15(28), MARVELD1(28), ZHX3(28), ARID3C(28), ATF6B(28), ANOS1(28), PNPLA6(28), CTDP1(28), PRKACA(28), PDE4D(28), PKN1(28), RAB11FIP4(28), BEX3(28), DDX19A(28), CALML5(28), CCR4(28), PRKX(28), FHIT(28), RASSF10(28), KRTAP9-9(28), MSH5(28), NUTM2E(28), GALNT13(27), CLC(27), WNT2(27), DNMBP(27), SLC38A1(27), MPP1(27), TBR1(27), CELF6(27), BHMT(27), SLC5A10(27), AFF2(27), WWC2-AS2(27), LIN37(27), POLDIP2(27), CACNA2D2(27), ATP10B(27), DDX27(27), ZNF576(27), LRFN1(27), CMPK2(27), IGSF10(27), PKN3(27), LRRC26(27), CALM1(27), C8orf87(27), TAB1(26), DMAC2(26), TTC31(26), CHRNA2(26), CBS(26), OXER1(26), C15orf56(26), CAMK1D(26), BSX(26), DNASE1(26), SMIM31(26), DLX4(26), MADD(26), GPR18(26), GGT2(26), ACTL7B(26), MERTK(26), AXL(26), C19orf67(26), VCX3B(26), EFCAB9(26), PCDHAC1(26), GTPBP1(25), NADK(25), ZC3H7B(25), SELENOK(25), RGS16(25), GTPBP8(25), MAT2A(25), TEX26(25), PTRHD1(25), VDR(25), SMYD1(25), RASL11A(25), ZNF780B(25), HBZ(25), DNAJB1(25), CXCL13(25), FIGN(25), NBDY(25), OR11H12(25), AC025165.3(25), IKBKG(25), AQP6(24), NSUN5P2(24), SLAIN1(24), BARHL2(24), PNLDC1(24), PTK2(24), PPP1R14B(24), CNGA2(24), DUSP8(24), RFX6(24), FAM166A(24), TCTEX1D4(24), C6orf141(24), KLLN(24), NAA80(24), PTTG2(24), DUSP14(24), ERBB3(24), PHGDH(24), NTSR1(24), RAB11A(24), WFS1(24), IGFBP5(24), ARHGEF2(24), TMEM156(24), RNF44(24), PTH(24), ISX(24), SFN(24), RHOG(24), ACAD9(24), RAD23A(24), ECI2(24), MBNL3(23), CABIN1(23), KRT32(23), ZNF330(23), IL36A(23), IL1F10(23), TRMT12(23), NCMAP(23), MUC6(23), SPIN2B(23), SLC35F1(23), PRAMEF14(23), KRT8P41(23), ARHGEF33(23), C8orf87(23), CASP10(23), ABCA7(23), NFKBIA(23), RBPJL(23), ERAL1(23), WIPI2(23), CCDC112(23), ARL14(23), KRTAP13-4(23), ZNF688(23), DICER1-AS1(23), RPL36A-HNRNPH2(23), TMEM238L(23), AC244517.10(23), IL32(22), ST3GAL4(22), NCOA7(22), SRSF4(22), ZFP36(22), TCHP(22), GALNT13(22), PROM2(22), PLA2G2F(22), BMP10(22), SLC4A1AP(22), C1QTNF4(22), FSCB(22), ENSG00000260300(22), ARX(22), GCK(22), SLC38A1(22), ITK(22), TOX2(22), MKKS(22), EDN2(22), YARS1(22), FOXP4(22), ARHGAP36(22), USP41(22), OR2T10(22), PRAMEF9(22), C8orf82(22), APOBEC3G(22), TGFBR3L(22), GRAMD1A(21), PPIF(21), MLPH(21), SLC22A23(21), HAPLN1(21), GPR158(21), PITPNC1(21), ASZ1(21), SLC24A2(21), LRRTM1(21), SIRT7(21), HNRNPA1P48(21), GAB2(21), IL4R(21), CIRBP(21), GLI1(21), PCSK2(21), HSPD1(21), KAAG1(21), ANK3(21), ACTG2(21), HTR3A(21), CCDC149(21), PEG3(21), CD300LD(21), FMO9P(21), FAM185A(21), ZNF487(21), CHI3L2(20), GEMIN5(20), ALG9(20), MAGEA10(20), SCLY(20), SEMA4F(20), RAB6B(20), OR3A3(20), SPAG11B(20), CYB5D2(20), PROKR1(20), SLFN11(20), TMEM151A(20), SETD4(20), MUC12(20), VPS52(20), CCDC200(20), IFNA4(20), AC003005.1(20), CLDN18(20), LAT2(20), KAT2A(20), KLF12(20), LACTB2(20), UGCG(20), ART3(20), TDRD10(20), INAVA(20), JUNB(20), SRRM3(20), TMEM52(20), SYCN(20), SAMD13(20), BTBD19(20), RHPN1-AS1(20), LY6L(20), CT45A10(20), SNX11(19), TFPI(19), FOLH1(19), KLHL22(19), SLA2(19), ESRP1(19), WFS1(19), ABHD8(19), C1QTNF6(19), TIMM29(19), MYLK4(19), SPATA2(19), MRNIP(19), EMC10(19), FEV(19), KLK1(19), LKAAEAR1(19), TRIB1(19), XCR1(19), KLHL34(19), P2RY4(19), MAGEE1(19), C6orf136(19), DISP3(19), LRRC37A2(19), COA8(19), PPP1R16B(19), RERGL(19), SRF(19), ZAP70(19), LSM8(19), ZNF557(19), INPP5K(19), DUSP6(19), HTR2C(19), HTR5A(19), CD3G(19), TRIM58(19), EMX2(19), C5orf64(19), LINC00304(19), OR1G1(19), FAM131C(19), C6orf201(19), ZNF385C(19), STK40(19), KRTAP5-3(19), ALPK2(19), TEN1-CDK3(19), FCGBP(19), FLYWCH1(18), IKBKB(18), ROPN1B(18), LRRC29(18), GNRH2(18), PRAC1(18), COL6A5(18), TCERG1L(18), RNF182(18), HNRNPUL2(18), SPAAR(18), KRTAP5-7(18), AC008403.1(18), SIK1B(18), DNAJC25(18), SLC1A4(18), IFIT3(18), EGR2(18), TRPM4(18), HECW2(18), TPGS1(18), AC062028.1(18), HK2(18), DIRAS3(18), KCNJ3(18), GAP43(18), ZNF80(18), ERICH5(18), UBQLN2(18), C17orf102(18), PRSS41(18), PEG10(18), CKLF-CMTM1(18), AC010326.2(18), CBSL(18), TTC22(17), ACTN2(17), PACSIN2(17), LBP(17), ATP8B3(17), IDO1(17), FRMPD3(17), CD52(17), SPACA5(17), PRR18(17), ZNF273(17), MCRIP1(17), GUSBP5(17), RDM1(17), TESK2(17), AK6(17), NME8(17), DOCK3(17), CDC5L(17), MADCAM1(17), ASB2(17), MTHFD1(17), PTK6(17), PPARGC1A(17), KLRB1(17), GLRXP3(17), EXOSC2(17), KANK4(17), SDS(17), PIK3C2G(17), VPS53(17), GRIA1(17), CD1C(17), LEXM(17), TK2(17), ZNF280A(17), PRL(17), MAB21L4(17), CHRNA7(17), HTR1A(17), FOXE1(17), PRNT(17), HEPHL1(17), KCNQ3(17), SYN3(17), CHCHD2P9(17), FAM9C(17), PRR27(17), TMEM235(17), CCDC144NL(17), ZNF736(17), URB1-AS1(17), SYNJ2BP-COX16(17), AL136295.3(17), ERCC8(16), TOMM22(16), ACRBP(16), ZCCHC17(16), HVCN1(16), FCRLA(16), FAM86B2(16), UCN2(16), ADK(16), ZBTB49(16), SAMD12(16), ERFE(16), ZBTB3(16), PPT2(16), AC004997.1(16), AC010547.4(16), ZNF302(16), ABLIM1(16), NMU(16), CD63(16), PHF11(16), ARHGAP29(16), UCHL1(16), NPM1(16), FAM120AOS(16), RPS27AP5(16), AL645941.2(16), ABCF2(16), HAL(16), CEP41(16), CARD6(16), DNASE1L3(16), C1orf146(16), CCDC188(16), ZNF722P(16), TMEM35B(16), APELA(16), UBE2Q2L(16), LINC02210-CRHR1(16), LINC02203(16), ENSG00000269881(15), MYLIP(15), NDUFB4(15), PLA2G10(15), CLN5(15), CHRNE(15), ARMCX5(15), FBXL18(15), ZNF208(15), TRA2A(15), IRX2(15), PIGG(15), OR5AC2(15), RASSF9(15), KRTAP2-2(15), TIAF1(15), GPX1(15), GOLGA2P5(15), TCF7L2(15), PWWP3A(15), LRRC8D(15), SRGAP2C(15), MC2R(15), C5orf52(15), LRRC37A2(15), EML2-AS1(15), XKR5(15), TTC39A(15), LPCAT2(15), PDYN(15), CST3(15), HOXB5(15), NDP(15), APCS(15), HEY2(15), GPAT4(15), LRRC14(15), MCM7(15), HSP90B1(15), SERPINB12(15), EFNA5(15), NAT8L(15), C2orf66(15), ATP11AUN(15), C1orf141(15), ZBTB22(15), FAM200B(15), KCTD7(15), PDF(15), AC006486.1(15), BID(14), PLA2G15(14), ZNF14(14), STIM2(14), ADPRS(14), WARS2(14), MYCN(14), ABCG5(14), GALNT6(14), ANXA9(14), VGLL2(14), GOLGA8M(14), GLT6D1(14), VIPR2(14), PECR(14), SIM2(14), ZBTB8A(14), SUCLG1(14), CYP7A1(14), GLIS1(14), CLVS1(14), CAMK1D(14), NCMAP(14), CD177(14), WWC2-AS2(14), SCX(14), ZBTB32(14), ISOC2(14), TLE2(14), HSD3B7(14), APOBEC3H(14), TSNAXIP1(14), PPP2CB(14), BTN1A1(14), C19orf57(14), TOB1(14), RABL2A(14), FBXO36(14), SPIC(14), RSKR(14), NRG4(14), ZNF57(14), NAP1L5(14), FAM221B(14), ADGRG1(14), C16orf90(14), NKX1-2(14), AADAC(13), UPP2(13), QSOX1(13), KCNS1(13), PDLIM4(13), MTCH1(13), RDH16(13), ABCG8(13), RNF151(13), GPR132(13), GPR173(13), MMP1(13), FUT11(13), FITM2(13), RTL8C(13), PIM1(13), PCSK6(13), FAM83A(13), SRARP(13), SPRR4(13), GPATCH3(13), LY6G5C(13), C6orf136(13), CKMT1B(13), GIMD1(13), C1QTNF3-AMACR(13), ATP12A(13), LYZ(13), FGF8(13), IFNG(13), TAS2R7(13), FAM210B(13), TXLNGY(13), TUBB2A(13), ANKRD53(13), SLC2A12(13), TGIF2LX(13), MYL3(13), DIRAS2(13), PRKCB(13), C22orf15(13), OR7G2(13), FAM153CP(13), SERPINA2(13), TUBB8(13), AC233723.1(13), MSMB(13), GRIN2B(13), OR14K1(12), CLCNKA(12), SLC22A16(12), NFYC(12), GLG1(12), LAMB4(12), PLP2(12), FKBP14(12), PRDX6(12), QRICH2(12), GPN2(12), MGST3(12), ANO4(12), PSTPIP2(12), LURAP1L(12), FTCD(12), SLC22A15(12), IHH(12), GALNT10(12), ZFYVE19(12), ZNF747(12), CLECL1(12), ZNF250(12), PPP1R14C(12), TTTY5(12), TMEM242(12), FP565260.2(12), MGST1(12), MTHFD2(12), NSUN5P2(12), ASB5(12), RNF214(12), GON7(12), RFESD(12), LRRTM3(12), SLC9A3R2(12), BCKDHB(12), ZNF821(12), CA2(12), AMPD2(12), TCTN3(12), TNFRSF8(12), BICC1(12), SRMS(12), LRRN4(12), ZNF331(12), ARFIP2(12), ODF2(12), PLCE1(12), DUSP15(12), LARP1(12), HSPA4L(12), MS4A14(12), SPRR1A(12), NPTX1(12), SOX2(12), HEPACAM2(12), RCSD1(12), AGPAT1(12), TMSB4X(12), ARPIN(12), MTRNR2L5(12), PPT2-EGFL8(12), OSBPL6(11), NETO1(11), NOD1(11), TRIM2(11), FAM149A(11), PANX1(11), FGD3(11), HRC(11), MRPS25(11), LIN28A(11), FAM83F(11), UBAC2(11), SERPINE2(11), SSH2(11), GLYAT(11), OR5M9(11), NEPRO(11), UVSSA(11), CCL11(11), FBF1(11), HLA-DRB5(11), TYW1(11), BCORP1(11), LINC00115(11), NPIPB2(11), TRHDE-AS1(11), PPIAL4D(11), ZNF561-AS1(11), DYRK1B(11), ZNF85(11), TMEM248(11), DNMBP(11), CHMP3(11), CHN1(11), CRH(11), KCNJ16(11), LINC01559(11), GPAT2(11), VPS52(11), HNRNPA1P48(11), GUSBP5(11), PNMA2(11), SIK1B(11), MDH1(11), PFKP(11), NDST1(11), PDRG1(11), ZBTB25(11), IRAK3(11), HDAC6(11), GMEB2(11), RECQL5(11), GNPTAB(11), FAM53C(11), PLGLB2(11), TOP2A(11), CDK8(11), AC073896.1(11), SLC12A9(11), KCNJ1(11), ERG(11), EOMES(11), FCRL4(11), SLC35G2(11), GPHN(11), FAM222B(11), CENPBD1(11), GLDC(11), FES(11), CDIN1(11), RPS6KL1(11), IGFL2(11), IGLL3P(11), HBA1(11), ACTN3(11), Z84492.2(11), DCT(10), NOX4(10), CBY1(10), UBE2R2(10), HPS1(10), RNF130(10), BNIP1(10), UBE3D(10), AIF1L(10), BTBD3(10), SPX(10), ADAMTS8(10), RAB11FIP5(10), VILL(10), G6PC3(10), CPLX2(10), SNX12(10), SESN3(10), INTS4(10), LYPD1(10), PCDH1(10), BOLA2B(10), LGALS9B(10), CYP4F11(10), PHOSPHO1(10), CST6(10), KCNQ5(10), SBK2(10), ZNF559(10), FKBP1C(10), PCDHGA1(10), GOLGA6L7(10), ENSG00000269881(10), HOXA5(10), TCP1(10), PXDN(10), SELENOS(10), OR5F1(10), C8orf48(10), OR10S1(10), DNASE1(10), ZSWIM7(10), SYT14P1(10), KDM4E(10), AC011498.4(10), NCDN(10), DLX3(10), PRKCQ(10), GNB1(10), PGC(10), ANKRD54(10), FAM83D(10), CCL1(10), HPX(10), SPR(10), IRF2BPL(10), SASH3(10), TESPA1(10), LRPPRC(10), PAPSS1(10), DUOXA1(10), GDF6(10), TATDN2(10), BABAM2(10), SHANK1(10), FCRL1(10), NEPRO(10), SENP2(10), ZNF691(10), GPER1(10), ASPG(10), MYO5B(10), BMP1(10), TANC2(10), P2RY14(10), RTP1(10), ORAI3(10), FOXG1(10), ERN1(10), C1orf194(10), SPNS2(10), PDIA2(10), KRT16(10), IGFL3(10), MYO5A(10), TMEM239(10), RNASE13(10), SMIM30(10), CT45A5(10), SMIM28(10), C19orf84(10), LENG9(10), ART3(9), MCUR1(9), MKRN2(9), DGKD(9), TBX15(9), ID3(9), HOXC12(9), COQ8B(9), MRPL35(9), MBD1(9), TBRG1(9), DDX19B(9), SERPINF2(9), KLHL30(9), NUDT6(9), TANC2(9), PODN(9), SHMT1(9), C14orf28(9), PRAMEF8(9), NRG3(9), NRAP(9), CCDC151(9), SIRPA(9), KRTAP4-1(9), LGALS7(9), NADK(9), FKBP1A(9), SIGLEC6(9), TAF12(9), CEBPG(9), SLC3A2(9), TCAP(9), GP1BA(9), C16orf54(9), AC092143.1(9), HSPA1L(9), NCR3(9), KRT8P41(9), DUX4(9), C15orf65(9), PLA2G10(9), EIF2B3(9), TEAD2(9), ATP2A3(9), BPIFB2(9), TESC(9), ISYNA1(9), STEAP1B(9), LFNG(9), PRLR(9), GORASP1(9), TNNC1(9), GLIS2(9), CALML4(9), CDC16(9), WNT2B(9), KAT7(9), CHAC2(9), TEX261(9), CREB5(9), SLC16A2(9), ADRA2A(9), NEIL2(9), KLHDC9(9), CASP3(9), NMD3(9), FRMPD4(9), SMDT1(9), CCR10(9), PLSCR1(9), OR5BS1P(9), IQANK1(9), LINC00337(9), FAM229A(9), DHFR(9), ZBED9(9), CASTOR3(9), AC079447.1(9), OR8G5(9), AC027796.3(9), NUDT18(9), STAG3L2(9), NOTO(8), TRPC4AP(8), CCL17(8), USB1(8), PLAGL1(8), FAM98A(8), CTCFL(8), TEX101(8), NFATC1(8), SLC41A1(8), LAMTOR5(8), DCUN1D5(8), DDX4(8), OTOGL(8), RNF213(8), ZNF404(8), FOXD4L1(8), PGBD2(8), SP140L(8), HAPLN4(8), PRAMEF7(8), TMSB4X(8), AC104389.5(8), AC002996.1(8), AC010422.5(8), AC008758.6(8), PACSIN2(8), ARMC1(8), ANO1(8), TIMM10B(8), PNMT(8), CDKAL1(8), KAT14(8), CLEC4F(8), SLC5A10(8), ALPI(8), TBXT(8), C15orf56(8), PIDD1(8), TSPAN10(8), CCDC137(8), C7orf61(8), NCCRP1(8), ADAT2(8), HCAR1(8), PRAMEF14(8), ZRSR2P1(8), OR52I2(8), RNF148(8), AL163195.3(8), AC008878.1(8), LASP1(8), ENO1(8), XPO1(8), ASAP3(8), PABPC4(8), EFNB1(8), CDK5RAP1(8), EEF1D(8), SYNGR4(8), PIK3CG(8), DROSHA(8), EHHADH(8), BCL6(8), ACADM(8), PPP3CC(8), CSE1L(8), NEDD8(8), APOE(8), NSUN5(8), RRP8(8), KHDC4(8), ATP1A4(8), LGR6(8), SNX12(8), BMP3(8), HNRNPDL(8), RAET1L(8), GEM(8), POP5(8), OR1F1(8), TCEANC(8), CD28(8), NRIP1(8), EIF3C(8), A3GALT2(8), WT1(8), HSF1(8), LINC00839(8), ZNF732(8), KRTAP9-8(8), ALKAL2(8), MAP3K3(8), EFCAB7(8), OR51A2(8), KRTAP19-8(8), STARD10(8), PEX26(8), MMP12(8), OR7E24(7), MAGEC2(7), CD5L(7), MAGEB2(7), ZFYVE21(7), PLD3(7), FAM20A(7), GPR63(7), FKBP15(7), BCL11A(7), CCDC146(7), TBRG4(7), ITPKA(7), DET1(7), TRIM43(7), ZNF711(7), DPYS(7), TRMT44(7), CELF3(7), UROC1(7), ZNF592(7), REEP4(7), POLR3D(7), DOK7(7), SERTM1(7), TENT5C(7), LYG2(7), DXO(7), HOMEZ(7), TRABD2B(7), ACSM3(7), PPP5C(7), ROS1(7), ZNF264(7), AQP6(7), FOLH1(7), PSMD5(7), ZNF346(7), CDC42EP1(7), MRNIP(7), SLC25A34(7), DHX57(7), GMPS(7), GPR62(7), RPL23A(7), POM121L12(7), KLLN(7), CTXN2(7), AL035460.1(7), CTXND1(7), CXorf56(7), ANAPC4(7), SZRD1(7), ATP2B3(7), PIK3C3(7), TP53INP2(7), PTPRC(7), GNAO1(7), RCOR1(7), CDC25B(7), SALL1(7), DTWD1(7), CACTIN(7), HOXA2(7), RARRES2(7), GIMAP2(7), DVL1(7), FBXW4(7), TMEM104(7), FAM184A(7), CCDC92(7), DNAJC15(7), TAF1L(7), SBDS(7), NRL(7), KIAA1614(7), IL10(7), CCN3(7), MMP20(7), CBLN3(7), LMO4(7), FAM163A(7), SUMF1(7), IGSF11(7), SURF4(7), FOXO1(7), OXSM(7), ITGAD(7), COPG2(7), TAFA4(7), FAM170A(7), SLC6A18(7), NUDT2(7), SLC38A8(7), GPX4(7), TMEM192(7), HTR1D(7), ZNF771(7), C3orf80(7), C12orf60(7), SMYD3(7), LMLN(7), POU3F1(7), OR4F5(7), ZNF555(7), KRTAP12-1(7), HELT(7), RINL(7), KRTDAP(7), AC099489.1(7), GAGE2A(7), MAOA(7), AKR1B10(7), KRTAP4-5(7), PRMT6(7), FBXO47(7), C11orf91(7), STIMATE(7), TTTY5(7), TMEM233(7), MRLN(7), GOLGA2P5(7), ARFGAP3(7), MARS2(7), SLC35G6(7), AC068790.8(7), OR13C5(7), PRSS21(6), SLC24A1(6), NRCAM(6), ZC3HC1(6), GPRC5D(6), TULP1(6), SMG7(6), ORMDL2(6), MAP7D3(6), INS-IGF2(6), OLFM1(6), ZNF141(6), SEC14L4(6), CHST5(6), SCRN1(6), TMEM62(6), S100A7(6), NICN1(6), TMEM138(6), GALNT14(6), DTX3L(6), NMNAT3(6), AKIP1(6), CENPV(6), JMJD7-PLA2G4B(6), FAM110B(6), P2RY2(6), LRRC3B(6), FAM174B(6), AHNAK2(6), IFIT1(6), ZDHHC9(6), ZSCAN5B(6), PELI1(6), PRMT6(6), ACOT6(6), EXOSC6(6), ERFL(6), POLRMT(6), ISM2(6), SLA2(6), PCCB(6), CFAP92(6), EPHX2(6), A1BG(6), FCRLA(6), GOLM1(6), B4GALNT1(6), RGS16(6), GABPB2(6), ATG10(6), VPS39(6), OR10H3(6), ERFE(6), DNHD1(6), TAFA1(6), TMEM120A(6), DRICH1(6), ZNF677(6), KRTAP5-10(6), MUC12(6), ATF6B(6), NUDT19(6), GAS8-AS1(6), SLC12A8(6), LINC00852(6), NCOR1P1(6), KRTAP5-7(6), OR5M11(6), RAB7B(6), MRM1(6), NOP58(6), CS(6), TNFRSF1A(6), TFRC(6), VPS9D1(6), SLC46A1(6), HACE1(6), RSPO4(6), PLS3(6), GGA2(6), TNNT1(6), GRIN2D(6), PLA2G4C(6), AGFG2(6), SFRP4(6), LHX2(6), TULP1(6), HSPA9(6), BRIX1(6), IFT57(6), ECE1(6), PTCH2(6), BHLHE41(6), PI3(6), RASL11B(6), IQCN(6), BPIFA2(6), CHRM3(6), RAX(6), HUS1(6), EPRS1(6), C11orf1(6), ADCY3(6), PLPP2(6), PFKL(6), SUSD4(6), UNC80(6), CNBD2(6), ZFYVE27(6), PDIA4(6), UTP14A(6), KRTCAP3(6), HTR6(6), C1orf115(6), H3-3A(6), CCT3(6), IHH(6), ARHGEF3(6), PPM1M(6), NGB(6), RBPMS2(6), MAPRE2(6), ZNF598(6), CDH2(6), KRTAP4-4(6), POLR1C(6), GLRX(6), C12orf76(6), CNTNAP2(6), TTC9B(6), EFCAB5(6), SERTAD2(6), LRRC75A(6), PGPEP1L(6), FAAP100(6), KRT26(6), FOXD2(6), FAM122A(6), PPP3R2(6), PDCD1(6), FBLL1(6), CCDC189(6), PCBP2(6), HLA-DRA(6), MRPS18B(6), MAGEA12(6), GSG1L2(6), IGSF23(6), LINGO3(6), C10orf143(6), TNFRSF13B(6), GPR162(6), MGAM(6), AC034102.2(6), C20orf141(6), PPIAL4A(6), OPN1MW(6), CSAG2(6), NUDT3(6), PPARGC1A(5), SYNJ2(5), SIGLEC1(5), SCG3(5), BLVRA(5), NPM3(5), CTSC(5), S1PR4(5), TAS2R5(5), MTX2(5), CGNL1(5), XPO7(5), SLC52A1(5), CABLES1(5), USP20(5), SUSD4(5), VWDE(5), TMEM47(5), FATE1(5), TMEM45B(5), PHYHIPL(5), HPRT1(5), SENP8(5), DRD5(5), KRT72(5), ZNF497(5), FGFBP3(5), RIC8A(5), ZNF703(5), SLC35E2B(5), AL592490.1(5), NPIPB13(5), SFT2D1(5), CPNE1(5), AC005697.1(5), AC020922.1(5), LINC01101(5), ENSG00000278272(5), ERCC8(5), FLYWCH1(5), BPI(5), NKG7(5), ST3GAL4(5), VASP(5), LBP(5), IDO1(5), MRAP2(5), HS6ST1(5), TAF8(5), PAMR1(5), C19orf47(5), GRPEL2(5), PHKG1(5), CCDC182(5), STAG3L3(5), TEX26(5), FMR1NB(5), GPR19(5), MUC6(5), TMEM106A(5), SIRT7(5), ADA(5), IFNA1(5), RASGEF1A(5), ARHGEF33(5), KCNU1(5), SPAAR(5), APOBEC3D(5), DBNDD2(5), TAS2R38(5), MIA(5), HMGB3(5), AIFM2(5), CLNS1A(5), PAX2(5), RBM7(5), SDF4(5), PPP6R2(5), SGK2(5), MANBAL(5), GDAP1(5), FBL(5), NCS1(5), HOXB6(5), PHOX2B(5), CD5(5), ENO2(5), GPLD1(5), BYSL(5), NR3C1(5), SLC25A12(5), ID3(5), SUPT7L(5), BCL11A(5), IDE(5), CDKN1A(5), WNT1(5), GPR42(5), ACTN4(5), JUND(5), ABCB7(5), KRT7(5), CAPN11(5), GLCE(5), FGF2(5), TM4SF5(5), TBX19(5), CRIP3(5), NCAM1(5), PPP4C(5), STK32B(5), LRRK1(5), PCDH1(5), TLCD1(5), TSSK3(5), UBXN10(5), FRZB(5), SLC22A15(5), SLC25A46(5), KCNK5(5), USP49(5), AKIP1(5), ZBTB39(5), PHB(5), SPATA33(5), MAJIN(5), COL4A3(5), IRS1(5), KCNAB3(5), GLOD5(5), MRPL13(5), POP7(5), RASGRP1(5), ASCL3(5), LRRC37A(5), RNF186(5), ATOH7(5), SLC36A4(5), PHLDA2(5), ASB7(5), KCNQ5(5), PPARA(5), NUGGC(5), RYR1(5), KCNRG(5), GLMP(5), PRRT1(5), OR2B3(5), IZUMO3(5), ARIH2OS(5), ABCC13(5), LINC01011(5), HBB(5), BCKDHA(5), AC004997.1(5), FMN1(5), LINC02218(5), KBTBD11-OT1(5), EID1(5), AL133352.1(5), ZHX1-C8orf76(5), HSPB9(5), GOLGA6L7(5), AC139530.2(5), ZNF285(5), AC020922.1(5), TRABD2B(5), SMIM11B(5), AGK(4), TKTL1(4), GEMIN8(4), MAP4(4), THOC3(4), SEMA4G(4), KIAA0930(4), BEX4(4), TMEM59L(4), ERRFI1(4), CTH(4), ENKD1(4), POF1B(4), LYPD3(4), LDLR(4), DPH6(4), RCN3(4), CPO(4), TCTA(4), DAAM2(4), STRA8(4), GINS4(4), SURF6(4), PIP4P2(4), CLEC18A(4), ALG8(4), CAMKV(4), TRAPPC9(4), NTSR2(4), GOT1L1(4), ZNF35(4), MBD3L1(4), ZNF440(4), EFEMP2(4), TRIM73(4), PSTK(4), LSMEM1(4), FKRP(4), GALR2(4), PTP4A3(4), HEXIM1(4), ZNF239(4), MAFG(4), ERV3-1(4), SERPINB10(4), TNFSF12-TNFSF13(4), GALNT4(4), SPIB(4), ENSG00000181013(4), ENSG00000278500(4), KRT33A(4), DMAC2(4), CCDC6(4), TTC31(4), CNNM1(4), PHF24(4), LRRC29(4), POLR1B(4), C22orf24(4), SCLY(4), GATA4(4), LPAR4(4), DIAPH2(4), CTF1(4), OR3A3(4), CBS(4), MSLNL(4), CLDN1(4), C4orf36(4), KLK6(4), MUC15(4), CST5(4), KRT20(4), PRR18(4), B3GNT8(4), ERBB4(4), TMEM151A(4), LYSMD4(4), NHLRC1(4), AKR1C3(4), OR2T3(4), UAP1L1(4), PRSS1(4), DENND6B(4), KRTAP9-6(4), FRG2B(4), UBE2L5(4), PRAMEF11(4), UGT1A1(4), AC007040.2(4), OTUD7B(4), GOLGA6L22(4), NISCH(4), MAP4K3(4), RANBP3(4), MCUR1(4), HIPK2(4), PDZD4(4), PAGE1(4), CSNK2A2(4), FNDC8(4), GSDMB(4), TTC38(4), PTPN23(4), SH3BP2(4), MZF1(4), MCM5(4), IL2RB(4), BRD1(4), GZMB(4), PLCB4(4), GLRA2(4), RBM3(4), SCG3(4), SARS2(4), BUD31(4), TESK1(4), TRIM2(4), HSPA8(4), WNT5B(4), USP4(4), SNX4(4), FANCL(4), PROC(4), SLF2(4), TNFSF11(4), HOXC11(4), RAB38(4), POF1B(4), VPREB3(4), YWHAH(4), FOXJ1(4), INS-IGF2(4), TOMM40(4), LRRC9(4), CCNA1(4), RRAS2(4), SYT6(4), FADS2(4), GDF11(4), RAPGEF5(4), CCDC115(4), USP20(4), CTSV(4), NARS2(4), ITPKA(4), TMTC3(4), EVA1B(4), MGST3(4), ASB10(4), LRP12(4), ZNF215(4), MKX(4), NDUFC2(4), ZNF547(4), CCDC148(4), TMEM268(4), MRAS(4), AHCYL2(4), HS3ST6(4), C1orf189(4), ARPC2(4), PRKCI(4), ICOS(4), CFAP20DC(4), DNAJC5G(4), CAMKV(4), PRDM9(4), TLX3(4), ALDH1A1(4), HTRA1(4), RIMKLB(4), ACSM1(4), CRK(4), GOLGA6C(4), NFKBID(4), BTNL3(4), KLK7(4), NPR1(4), DCXR(4), HOXB9(4), TMEM37(4), ZNF274(4), HES3(4), PIGG(4), ADCY6(4), SNHG29(4), MRPS22(4), NPPA(4), GAL3ST3(4), RMDN1(4), LRRN4CL(4), SVBP(4), IMPDH2(4), CSNK1A1L(4), SLC9A4(4), FUT7(4), SKIDA1(4), SSTR2(4), SLC26A11(4), EDDM3A(4), OR5T2(4), TMEM252(4), PPP1R27(4), GOLGA8G(4), DIABLO(4), SLIT3(4), CEND1(4), LRRC37B(4), STAC3(4), FAM186A(4), SBK2(4), TCL6(4), TMEM215(4), NOC2L(4), ZNF250(4), PPIA(4), ELAVL3(4), C20orf204(4), SLC6A9(4), RPF2(4), EOLA1(4), STPG3(4), TEX45(4), GLYATL3(4), RPL12P1(4), MICB(4), MROH6(4), ZNF316(4), CFAP99(4), TMEM200C(4), TMEM242(4), FAM72D(4), C1orf229(4), MAGEB6B(4), KIAA0040(4), ARPC1A(4), ZNF564(4), TIFAB(4), ASIC5(4), BLOC1S5-TXNDC5(4), AC055876.5(4), UPK3BL1(4), AC087289.3(4), AC002985.1(4), ZNF595(4), INO80B-WBP1(4), U2AF1L5(4), AC008073.3(4), SENP3-EIF4A1(4), AC243547.3(4), HEBP1(3), SARS1(3), RPL26L1(3), CP(3), COL9A2(3), ELN(3), PHEX(3), WFDC1(3), SLC7A5(3), ZFAND5(3), SULT1E1(3), FOXRED1(3), SIPA1L2(3), CA14(3), ZBTB45(3), GALR3(3), COX7B(3), TFCP2(3), ALPK3(3), METTL5(3), PADI1(3), XCL1(3), GALNT2(3), ZC3H8(3), ACKR3(3), CAND2(3), ASB15(3), GPR153(3), CCDC117(3), MGAT4B(3), IZUMO2(3), GRIK3(3), PDP1(3), TMEM71(3), NR0B1(3), ACOT4(3), RRH(3), AGTR2(3), GDPGP1(3), POU6F1(3), POLR3C(3), BCDIN3D(3), GJB5(3), TSC22D2(3), ERICH4(3), PLPP6(3), ELOA2(3), ZNF826P(3), KBTBD13(3), COL11A1(3), WNT11(3), GSTT2(3), CARD10(3), GTPBP1(3), ZC3H7B(3), TRIB3(3), PIAS4(3), MOGAT3(3), DOCK8(3), ZNF330(3), FZD10(3), CISD1(3), NUTM2F(3), CNMD(3), IL36A(3), SIT1(3), TJAP1(3), SLAIN1(3), CYP11A1(3), SIRT3(3), C1QL2(3), UCN2(3), PNLDC1(3), FRMPD3(3), GOLGA7(3), CD96(3), TNFRSF14(3), PKDCC(3), BNIPL(3), LMOD3(3), FABP1(3), C4orf3(3), TADA2B(3), ZHX3(3), OLIG3(3), SAMD4B(3), OR6C4(3), OTOP3(3), CADM1(3), PRELID2(3), AKR1C1(3), FAM166A(3), NANOGNB(3), MCRIP1(3), AC004691.2(3), AL355916.3(3), AC015688.4(3), FOXD4L6(3), MEOX1(3), CCL26(3), MYLIP(3), ASTE1(3), ZIC2(3), TMCC3(3), MTA3(3), CNN2(3), PACC1(3), NFYC(3), MOV10L1(3), TUBA3D(3), ADCY2(3), LXN(3), CIC(3), KIF3C(3), CPXM1(3), TMEM14A(3), MYO9B(3), LRP5L(3), RBX1(3), ZFYVE21(3), SALL4(3), C20orf27(3), MCTS2P(3), LUZP4(3), ZDHHC2(3), TRIM35(3), CLEC11A(3), TMEM59L(3), FKBP14(3), POLD2(3), GIT1(3), RAD51C(3), ENO3(3), CCL2(3), PRKAR1A(3), SIAE(3), FRK(3), GNPDA1(3), HYAL1(3), IQCG(3), UPK1B(3), STK25(3), MORN1(3), QSOX1(3), SMG7(3), RARRES1(3), HSDL2(3), SLC17A5(3), KCNIP2(3), MSX2(3), TTLL2(3), TRIM25(3), SNRNP27(3), GGA3(3), FLRT1(3), FGFRL1(3), GNAI1(3), TEP1(3), FAM155B(3), SAG(3), UCK1(3), EXOC4(3), SERPINF1(3), CLEC10A(3), PRMT7(3), NIP7(3), ANKEF1(3), SLC2A11(3), SEC14L4(3), CCDC146(3), LMO2(3), NKX2-8(3), STXBP1(3), TRMO(3), PNPT1(3), ACTR2(3), UQCRC2(3), CSNK1D(3), MBD1(3), ABL2(3), PI4KB(3), SLC39A1(3), ZC3H8(3), STK11IP(3), NICN1(3), GFOD1(3), MTFR2(3), SEC16A(3), MAGI1(3), RANBP2(3), OR14K1(3), MMP21(3), PSD3(3), BRAF(3), ANKRD61(3), PFKFB1(3), TCHH(3), ABCG1(3), IKZF3(3), KRT84(3), ITIH3(3), NEURL3(3), S100A9(3), DCST2(3), YY1AP1(3), GPR146(3), C16orf71(3), CCDC103(3), CDC42EP5(3), LY6D(3), SDHAF2(3), TRIM49(3), STK32A(3), SIN3A(3), TMEM182(3), KRT4(3), PLA2G1B(3), ECEL1(3), SPTLC3(3), TTC36(3), MOS(3), NRIP3(3), PNLIP(3), MTLN(3), MSRA(3), DMRTA1(3), SLC25A20(3), VWA1(3), RNF227(3), PRF1(3), MRGPRG(3), PRAMEF8(3), BRICD5(3), GDPGP1(3), TUBA8(3), FAM162B(3), SOCS3(3), UBOX5(3), PGBD2(3), SPATA45(3), ARL17A(3), PRR30(3), MPPED1(3), EMID1(3), LINC02875(3), PLA2G2C(3), ANKRD19P(3), NRN1L(3), COL4A5(3), OR6N2(3), WASF4P(3), OR56A5(3), FBF1(3), CLDN4(3), ATP2A1(3), WDR5(3), S100A5(3), MBD3L2B(3), S100A7L2(3), DMBX1(3), C14orf178(3), TOR4A(3), HLA-DRB5(3), PPP1R14C(3), INF2(3), FKBPL(3), PRAMEF17(3), MUC21(3), ERICH4(3), SCGB2B2(3), PDE7A(3), ITSN1(3), KRTAP5-1(3), COLQ(3), ANG(3), BASP1-AS1(3), HOMEZ(3), AP4M1(3), KIR2DS4(3), LINC00115(3), SETSIP(3), USP17L10(3), GPX1(3), KIR3DL3(3), GMCL2(3), AC079594.1(3), ITGB3(3), AC026464.4(3), MRPS21(3), AC011479.1(3), AC008763.2(3), AC008764.4(3), AC104109.3(3), H2BC8(3), TPTE(3), C8orf89(3), H3C6(3), CISD3(3), DHRS11(3), TMEM191B(3), EFS(2), MPO(2), NFE2L1(2), CEACAM6(2), PXN(2), ST8SIA5(2), SRPX2(2), TAF7L(2), CBLN1(2), ERLIN1(2), TWNK(2), TMEM14C(2), RBM24(2), MRPL37(2), ZBTB17(2), CYREN(2), CDKN2C(2), C4BPA(2), KLK10(2), KHDC4(2), NES(2), LACRT(2), KIAA1614(2), PLA2G12B(2), TTLL8(2), SCCPDH(2), RNF175(2), ADAM12(2), SPC25(2), PI4K2A(2), CUL4B(2), TNFRSF13C(2), ZNF653(2), SPATA18(2), NAXE(2), TMC1(2), NOL6(2), UCMA(2), GPR176(2), ISLR2(2), MRPL58(2), ZNF597(2), GKN1(2), CHRNA5(2), IFFO2(2), RAB37(2), LPCAT4(2), RPH3AL(2), DGCR6(2), ACP7(2), PIWIL3(2), RAB42(2), PNRC2(2), SCGB2B2(2), ARHGAP19(2), TAX1BP3(2), THEGL(2), MARK4(2), MXD1(2), CHI3L2(2), AP3M2(2), ACTN2(2), MPP4(2), TXLNA(2), PCDH11X(2), DNAJC12(2), MLEC(2), NR2E1(2), ABCC5(2), COPS5(2), ZCCHC17(2), NECAB3(2), ABHD8(2), HOXD1(2), ADCY4(2), MIP(2), MMD2(2), IGSF6(2), DPP9(2), IGSF3(2), ZNF837(2), SYCP2L(2), ADGRF1(2), CHST9(2), NDUFAF6(2), AC005041.1(2), PSKH1(2), KALRN(2), ICOSLG(2), UBQLN4(2), SLC25A45(2), LRRTM1(2), IL17RE(2), PCOLCE2(2), LIPH(2), GNGT2(2), ATCAY(2), TLCD3A(2), TXNDC2(2), ZBTB49(2), GPR25(2), EMB(2), PLAC1(2), FBXW10(2), C11orf86(2), ZNF417(2), CADM2(2), C19orf18(2), TIGIT(2), SHISAL2A(2), LDOC1(2), NKX2-5(2), KCTD8(2), TTC32(2), KRT76(2), MYADML2(2), MAPT(2), BSX(2), NCR1(2), VKORC1L1(2), DCAF12L2(2), ZNF69(2), NBR2(2), FICD(2), KRTAP10-3(2), C6orf226(2), C10orf55(2), TMEM114(2), NAA80(2), MTRNR2L9(2), MTRNR2L10(2), SRSF8(2), AC096887.1(2), CALCR(2), REX1BD(2), MAP3K9(2), DNAH9(2), CD79B(2), BAZ1B(2), NR1H4(2), PLEKHB1(2), COL9A2(2), ELN(2), THOC3(2), WDR3(2), ROPN1(2), GBA2(2), P4HA2(2), ZNF532(2), FBLN1(2), SYNJ2(2), EDN1(2), AP4E1(2), DELE1(2), DLG3(2), KAT6A(2), ITGAE(2), FAM234B(2), NOX4(2), PGS1(2), SIGLEC1(2), BRAP(2), DLL3(2), NRCAM(2), DAZL(2), TBL1Y(2), HIVEP1(2), LGALS1(2), CBY1(2), CDKL1(2), SERPINA4(2), PAK5(2), PLP2(2), RUBCNL(2), CCL17(2), PLA2G15(2), CPPED1(2), NIPAL2(2), TNFRSF10A(2), DOT1L(2), HNRNPUL1(2), RAB3A(2), ZNF14(2), NOD1(2), EPHB6(2), CCL24(2), SH3GL2(2), FAM20A(2), SULT1E1(2), NAA40(2), CARS1(2), C11orf21(2), AKAP3(2), GPRC5D(2), RAB5B(2), CNOT2(2), GPR63(2), E2F3(2), TMEM30A(2), NIT2(2), OGG1(2), USP9Y(2), TFCP2L1(2), ERRFI1(2), WARS2(2), PLA2G2D(2), PRDX6(2), CNR1(2), GJB6(2), POLR3GL(2), ARL4A(2), CCZ1(2), CTCFL(2), SNRPC(2), PEX6(2), S1PR4(2), EIF2S2(2), SLURP1(2), SDF2L1(2), GNAZ(2), MYO1B(2), QRICH2(2), LDLR(2), LSP1(2), PNPLA7(2), F12(2), RHOXF2(2), DHX30(2), SLC52A1(2), CASP9(2), ERN2(2), SPOCD1(2), PSAT1(2), KHDC1(2), RNASEL(2), LMO7(2), SCRN1(2), ATAD1(2), BMPR1B(2), NAAA(2), CXCL9(2), BMP2K(2), SHISAL1(2), ETFBKMT(2), COL2A1(2), LUM(2), RHOF(2), BAHD1(2), RHBDL3(2), ARHGDIA(2), FEM1A(2), TMEM91(2), EMP3(2), CARM1(2), RCN3(2), FCN3(2), CYP4B1(2), HORMAD1(2), PKLR(2), REN(2), ACKR3(2), FABP2(2), ARHGAP26(2), TNIP1(2), ZNF300(2), TBC1D7(2), VWDE(2), TMEM47(2), CASK(2), ZNF711(2), DOCK5(2), GINS4(2), NAPRT(2), ST8SIA6(2), POLR3A(2), ADAM12(2), INTS4(2), CABLES2(2), EEF1AKMT1(2), KIAA1328(2), ANO4(2), ARL11(2), FAM151B(2), ADGRA3(2), TBRG1(2), L3MBTL4(2), PIP4P2(2), HEATR3(2), FZD7(2), CYLC2(2), PPEF2(2), ZFAND3(2), PAFAH2(2), UBXN11(2), B4GALT3(2), M1AP(2), ZFYVE28(2), ZNF362(2), TFF2(2), ZNF714(2), VPS11(2), FAM189B(2), LMNA(2), CPSF4(2), ALKBH4(2), THAP8(2), JOSD2(2), DHRS3(2), KIAA1522(2), ATXN7L2(2), VSNL1(2), HDAC11(2), U2SURP(2), GRIK3(2), ATRIP(2), TERT(2), GALNT10(2), EN2(2), BAALC(2), SALL2(2), ZFYVE19(2), CYB5R2(2), CRABP1(2), XRRA1(2), IQCD(2), LDHC(2), OR4D6(2), MAP1A(2), DUSP18(2), KIFC2(2), SERPINF2(2), DNASE1L2(2), PLAAT5(2), PTGDR(2), POLR3D(2), DYNLRB2(2), VWA3B(2), CPLX1(2), ROR2(2), NR0B1(2), CT55(2), MT1E(2), SERPINA6(2), CRTAP(2), IRX2(2), TSNARE1(2), UGT2B7(2), CTPS1(2), TLN2(2), ZNF217(2), LRRC15(2), GNB2(2), OVOL1(2), DCAKD(2), OR1L1(2), PHOSPHO1(2), C16orf91(2), ZDHHC24(2), AKIRIN1(2), ASPHD1(2), CATSPER1(2), RAB6A(2), PRIMA1(2), TBL1XR1(2), IL17RA(2), ZC3H12D(2), KCNG2(2), ZFAND2A(2), NT5DC1(2), LMO7DN(2), EIF3K(2), HNRNPCL1(2), C14orf28(2), NKX2-6(2), HOXC9(2), ZNF443(2), F2R(2), CFAP65(2), SLC2A4(2), CRYGB(2), GABRG3(2), GLTPD2(2), TRAK1(2), OR10G7(2), PI4KAP2(2), ALYREF(2), FIGLA(2), DENND5A(2), SRPK3(2), IMMP2L(2), ZNF479(2), FAM174B(2), TLCD2(2), IFIT1(2), TMEM210(2), TEX38(2), SPIN4(2), SPATA31D3(2), KRTAP15-1(2), VSTM2B(2), PRAMEF10(2), C2orf88(2), RAB42(2), SLC35E2B(2), ZNF107(2), ZNF569(2), BORCS6(2), ANKRD20A19P(2), HLA-DQA1(2), ZNF239(2), MAP3K5(2), GALP(2), ZNF841(2), SERPINB2(2), PRB3(2), NRAP(2), HIBCH(2), RASSF9(2), OOEP(2), CCDC160(2), GDF5-AS1(2), ERICH2(2), MICA(2), C6orf15(2), RNF39(2), MIR1915HG(2), MALRD1(2), TECRL(2), KLRC3(2), TMEM191C(2), DNLZ(2), ERV3-1(2), SYNJ2BP(2), LTB4R(2), CAPN14(2), NLRP2B(2), GAGE10(2), TMEM167B(2), ZNF816-ZNF321P(2), DENND10P1(2), TINCR(2), TEX22(2), LINC02876(2), ARL17B(2), MCTS1(2), RAB6D(2), PNMA6A(2), PRAMEF4(2), STMP1(2), AC004832.3(2), PCDHGA7(2), BORCS8(2), AL020996.2(2), MTRNR2L8(2), PRECSIT(2), PPIAL4D(2), ZNF878(2), RTEL1(2), AL355102.2(2), DPEP2NB(2), PTGES3L(2), C17orf113(2), AC011511.4(2), MAGEA9B(2), CT45A1(2), TMEM185A(2), BIVM-ERCC5(2), RPS10-NUDT3(2), AC022400.5(2), RBAK-RBAKDN(2), ZBTB8B(2), AC017083.3(2), TBC1D3(2), H2BC9(2), AC091959.1(2), PRSS2(2), AL021997.2(2), H3C7(2), H3C10(2), LINC01101(2), TFPI(1), ST3GAL1(1), NLRP2(1), ATP11B(1), LZTS1(1), INTS13(1), SLC9A3(1), ASNS(1), CNGB1(1), MYO3B(1), MBNL3(1), NKAIN1(1), ALG9(1), TOMM22(1), TTLL1(1), TAB1(1), IFT27(1), REC8(1), CD40LG(1), CHRAC1(1), IFT20(1), JHY(1), TRIM3(1), RFX4(1), PCDHB3(1), PDE1A(1), SRSF4(1), MTFR1L(1), IFT46(1), C1orf54(1), ZNF706(1), MAD2L1BP(1), BARHL1(1), SLC25A23(1), TMEM74B(1), WFIKKN1(1), FBXL16(1), MYOD1(1), ZNF20(1), RSAD2(1), KCTD1(1), UGT2A3(1), CYP27A1(1), SMPD4(1), INHBE(1), CARD14(1), FAM86B2(1), EAF2(1), TAAR6(1), PLPP5(1), PFKM(1), MEPE(1), TXNDC11(1), GOLGA8F(1), ADK(1), PPP2R2B(1), NEU3(1), ATF3(1), FCMR(1), SPAG11B(1), ELFN2(1), SERTAD3(1), C2orf68(1), ZNF608(1), ZRSR2(1), BCRP2(1), METTL7B(1), TEX13B(1), SPACA5(1), LKAAEAR1(1), ADRA1D(1), HSFY1(1), TRIB1(1), PPP1R14B(1), XCR1(1), PHLDA3(1), CRYBG2(1), RBIS(1), OR2B11(1), NHLH2(1), SOX12(1), LBX2(1), SLITRK4(1), C11orf71(1), MAGEB17(1), NOG(1), PTRHD1(1), RFX6(1), LINC00313(1), SIGIRR(1), ROR1(1), C3orf62(1), ZNF79(1), OR2T2(1), POM121(1), ZNF502(1), ARMCX6(1), CCNI2(1), C7orf66(1), MFSD2B(1), FOXI3(1), MTCP1(1), LINC01554(1), ZNF542P(1), C22orf39(1), AP000295.1(1), TRIL(1), COA8(1), CDC37P1(1), AGAP7P(1), AC008403.1(1), MTRNR2L6(1), TBC1D3L(1), TBC1D3B(1), CCL15-CCL14(1), ZNF516-DT(1), ACACA(1), C1orf112(1), CYP26B1(1), CROT(1), AP2B1(1), ALDH3B1(1), UPP2(1), PRSS21(1), CEACAM7(1), CELSR3(1), MED24(1), TENM1(1), SEMA3G(1), APBA3(1), GABRA3(1), SEMA3B(1), EXTL3(1), NUB1(1), CD74(1), GLRX2(1), TFB1M(1), BAK1(1), MAP2K3(1), EFCAB1(1), NSMAF(1), CASR(1), GEMIN8(1), OFD1(1), CP(1), MAP4(1), LAMA3(1), KCNQ1(1), KCNH2(1), PHF21B(1), CROCC(1), CDK17(1), YBX3(1), GUCY1B1(1), ZMYND12(1), ASPM(1), DDX3Y(1), NEO1(1), TBC1D25(1), FSTL3(1), ZXDC(1), ARHGAP10(1), BUD23(1), ASIC4(1), CD5L(1), FGF4(1), MLH1(1), LRCH4(1), LAMP3(1), UBE2K(1), DDX43(1), COL5A3(1), CHRNA3(1), WDR70(1), NFE2L1(1), DOP1A(1), KDM2B(1), PXN(1), ANKRD24(1), RAB11FIP3(1), GLG1(1), RAPGEF4(1), MYO15A(1), ZC3HC1(1), TBX15(1), SEMA4G(1), CRTAC1(1), HSD17B7P2(1), PSMD8(1), CECR2(1), DDT(1), KDELR3(1), TXN2(1), SDR39U1(1), DHRS7(1), TCL1A(1), HCK(1), IDH3B(1), E2F1(1), ACOT8(1), LIPG(1), CACNA1F(1), RBBP7(1), GABRE(1), TAF7L(1), SGCG(1), SMPD3(1), LMF1(1), SYT17(1), ARHGEF10(1), ANKRD27(1), GPI(1), SHD(1), CNFN(1), ZNF175(1), MAST1(1), EIF4H(1), DNM1(1), UBE2R2(1), ZFAND5(1), NPM3(1), MAP3K8(1), PSMD3(1), UTP6(1), LAMTOR3(1), GAR1(1), STIM2(1), DDX25(1), FOXRED1(1), FOLR3(1), MVK(1), CYP27B1(1), DDX55(1), TMEM14C(1), SAYSD1(1), SMAP1(1), GUCA1B(1), TTK(1), SLC29A1(1), HARS2(1), MRPS30(1), FAF2(1), GRM6(1), IL12B(1), POLR3G(1), CDH6(1), TXNDC15(1), BNIP1(1), XRN1(1), SLC30A3(1), ITGB6(1), TAF1B(1), MECR(1), PRDX1(1), MESD(1), PLAGL1(1), RAB32(1), FBXW2(1), ZBTB45(1), FAM98A(1), SORBS3(1), GJA8(1), RPL5(1), EEPD1(1), NPY(1), HOXA7(1), CYREN(1), CIT(1), CDKN2C(1), WDR83(1), ATP7B(1), GUCY1B2(1), NFE2(1), HOXC12(1), COL10A1(1), C4BPA(1), SLC12A5(1), MOCS3(1), ANKRD60(1), SPDEF(1), SLC10A2(1), BMP4(1), FNDC11(1), FOXA2(1), GZF1(1), TMX4(1), DSTN(1), ARMCX5(1), KLC1(1), KIRREL2(1), STAT5A(1), WNK4(1), SLC10A3(1), IRF5(1), MYO5C(1), CGNL1(1), PLD2(1), RNASE1(1), AANAT(1), PLPPR3(1), TNNI3(1), ERMARD(1), DUSP9(1), TEX101(1), NFATC1(1), PDLIM4(1), KHDRBS3(1), EMILIN2(1), MYBBP1A(1), POPDC3(1), WBP2(1), UNK(1), MYBPH(1), MYO18B(1), FAM83F(1), LARS1(1), CAMK1(1), DPH6(1), PTPN22(1), CD101(1), PLEKHA8P1(1), TMEM243(1), LACRT(1), CCDC142(1), GNS(1), GPR45(1), VILL(1), TNS3(1), NKX2-1(1), ACTL6A(1), IL1RN(1), POLR1E(1), KLC4(1), TUBB2B(1), TRIM29(1), PPP2R1B(1), FXYD6(1), MMP13(1), TMEM62(1), GTF2B(1), RTCA(1), PLA2G12B(1), METTL5(1), HERC5(1), TRPC3(1), CNOT6L(1), FBN2(1), ERP27(1), VAMP1(1), GLTP(1), SUOX(1), ZIC5(1), CUL4A(1), ADAM21(1), BNIP2(1), BBS4(1), CMTM2(1), GNAL(1), GAREM1(1), GREB1L(1), P3H4(1), IGFBP4(1), LMTK3(1), CBLC(1), FBN3(1), IL22RA1(1), XCL1(1), CTSK(1), POGZ(1), DUSP10(1), SLC27A3(1), TTC13(1), PTPN7(1), SYT2(1), ABCG8(1), TRIM43B(1), NT5DC4(1), LIPT1(1), TRPM8(1), GRIP2(1), RNF175(1), CPLX2(1), DAAM2(1), MDH2(1), DPYS(1), IFNA5(1), CEP78(1), SURF6(1), LRMDA(1), DNAJB12(1), NKX6-2(1), SYT8(1), GLYAT(1), SESN3(1), GRIK4(1), TMEM138(1), FADS1(1), TAOK2(1), LYPD1(1), VEGFC(1), CD226(1), PPP1R1C(1), ATPSCKMT(1), EIF4E(1), ADAMTS12(1), SLC25A31(1), DPYSL4(1), ACSL1(1), TMEM178A(1), ANKRD22(1), MR1(1), ACMSD(1), CETN3(1), FEZF2(1), CACNA2D1(1), AK5(1), JPH3(1), NCAM2(1), TTC39B(1), TRMT44(1), ELMO1(1), DPY19L4(1), CFAP161(1), NSMCE2(1), NRG1(1), ETS2(1), C9orf43(1), WASF2(1), RNF207(1), CATIP(1), TMED4(1), ALG8(1), THEM4(1), MED8(1), ISL2(1), ACE(1), SPON2(1), ZDHHC1(1), LYPD5(1), CILP2(1), TFF3(1), PKNOX1(1), ZNF208(1), CACFD1(1), PLPP7(1), MGAT4B(1), SHANK2(1), TAF6L(1), SYVN1(1), CCDC27(1), AGL(1), SLAMF9(1), LMX1A(1), IL24(1), SLC16A14(1), SPATA18(1), PDLIM5(1), KBTBD8(1), NAXE(1), CTLA4(1), PRRT3(1), DTX3L(1), NMNAT3(1), PGRMC2(1), TEX264(1), HAND2(1), FBXO8(1), CEP44(1), BRI3(1), DLC1(1), CCDC171(1), TRMT10B(1), PHYHIPL(1), CDX2(1), AKR1E2(1), UCMA(1), TAF3(1), SOHLH1(1), PRDX3(1), C16orf78(1), TRMT61A(1), CCT2(1), FAM227B(1), TMEM130(1), ZNF592(1), TMEM170A(1), SCNN1G(1), TTC16(1), C15orf39(1), ACAA2(1), NLRP7(1), PRDX2(1), TEKT1(1), TMEM99(1), TTC21A(1), HR(1), FNTA(1), AXIN2(1), TSPAN5(1), CTRB1(1), FAM110B(1), CD2BP2(1), TBC1D10B(1), CHRNA5(1), PCDH7(1), IFFO2(1), ZNF778(1), LGALS9B(1), SDR9C7(1), KISS1(1), CHCHD7(1), HSFX1(1), MORN4(1), WIPF2(1), MLLT3(1), RPS21(1), CYP4F11(1), SHLD1(1), ZNF556(1), OR1A1(1), CCL11(1), MTBP(1), CXCR6(1), ATOH1(1), TP53RK(1), B3GALT1(1), ZNF680(1), DMRT2(1), RNASE11(1), PLK3(1), AC013489.1(1), PODN(1), IL20RB(1), ZNF497(1), FGFBP3(1), RIN1(1), GPR171(1), GPR149(1), TVP23C(1), P2RY2(1), FOSL1(1), YES1(1), ZNF404(1), BASP1(1), GRIN1(1), ANKLE2(1), SHMT1(1), C18orf32(1), STAP2(1), TSSK6(1), GALNT11(1), OPLAH(1), RRS1(1), FAM133A(1), CYC1(1), SMCO3(1), PCARE(1), WSCD1(1), HMGN2P46(1), ZBTB18(1), GPHB5(1), WDR97(1), LRRC3B(1), DCTPP1(1), TMEM150B(1), RRH(1), WFDC10A(1), HCLS1(1), SERTM1(1), ARHGAP45(1), LSMEM1(1), FKRP(1), OFCC1(1), ZNF101(1), PNMA8A(1), TRIM49B(1), TDRKH(1), C8orf33(1), RNASE10(1), VCX(1), GALR2(1), PAQR7(1), GALNT9(1), ADGRG3(1), TCEAL7(1), ODF3L1(1), PRR36(1), OR52L1(1), MX2(1), TENT5C(1), C10orf120(1), TP53TG3(1), RFLNB(1), B3GALT5(1), NUDT14(1), AC138969.1(1), KCNH8(1), CLECL1(1), MAML2(1), FOXO4(1), FOXD4L4(1), PRR23B(1), CLCNKB(1), USP18(1), METTL7A(1), PDE6G(1), PRKG1(1), POLR3C(1), WWOX(1), BPIFB3(1), KRT3(1), FAM86B1(1), SPATC1(1), BCR(1), HEXIM1(1), CYP4A11(1), CCK(1), ZNF286A(1), HAPLN4(1), SEMA4D(1), EIF4EBP1(1), PRSS45P(1), IGFL1(1), PEAK3(1), ZNF559(1), MAGEB5(1), DUSP28(1), GOLGA8M(1), PLA2G2E(1), C15orf61(1), NEMP2(1), CGB7(1), ZNF777(1), ZNF799(1), ARL9(1), SULF2(1), OR5AC2(1), ZFP62(1), DAPK1(1), CD47(1), TEX43(1), ZNF682(1), LRRC8B(1), FAM110D(1), DDI2(1), PELI1(1), ZNF786(1), SHPK(1), PIGN(1), SCGB1D4(1), TXNRD3(1), FAM118B(1), SLC22A12(1), ZNF823(1), SIRPA(1), TMEM116(1), KRTAP4-1(1), ZNF536(1), PLPP4(1), RTL8A(1), C1orf185(1), RPA4(1), HLA-DOA(1), NOTCH4(1), MPIG6B(1), PPP1R11(1), TBC1D8(1), CBY3(1), GRXCR2(1), ZNF425(1), AARD(1), SDHAF1(1), KRTAP12-3(1), ATP6AP1L(1), ACOT6(1), C17orf107(1), SLCO1B7(1), C16orf96(1), CLEC6A(1), ZDHHC11B(1), ATP10A(1), DIO2(1), ST13P5(1), MAP10(1), SULT1A4(1), TAX1BP3(1), MRPL23(1), SMCO1(1), KRTAP2-2(1), SPATA31D1(1), GOLGA6B(1), KRTAP10-10(1), OR3A2(1), LINC01465(1), ZNF812P(1), APOC4-APOC2(1), CT47A6(1), ANKRD63(1), ZNF826P(1), UQCRHL(1), C16orf82(1), PINLYP(1), MAPKAPK5-AS1(1), NFAM1(1), CLEC2L(1), TRHDE-AS1(1), CT47B1(1), AL354761.1(1), ZNF853(1), TLR9(1), AC104389.5(1), PPIL3(1), PWP2(1), LEFTY1(1), JMJD7(1), APOBEC3C(1), CRYBB2(1), TNFSF12-TNFSF13(1), TMEM150C(1), REELD1(1), EXOC1L(1), ZNF345(1), PTX4(1), EIF5AL1(1), AC135050.2(1), CARD18(1), CLEC12B(1), MAP1LC3B2(1), AC005726.1(1), TRIM34(1), AC136428.1(1), AC090527.2(1), AC093525.2(1), FBXL19-AS1(1), AL121753.1(1), TMEM249(1), AC010547.4(1), AC015813.2(1), AC005697.1(1), ZNF561-AS1(1), AC005702.1(1), ERFL(1), L34079.1(1), AC003002.2(1), AC008758.4(1), AC008758.5(1), SPIB(1), H3Y1(1), AC093668.1(1), PRAMEF5(1), NBPF14(1), CTAGE6(1), AL024498.2(1), DOC2B(1), H2BC17(1), C7orf77(1), ANKRD20A3P(1), PCDHGB5(1), H4C4(1), GPR179(1), AC007731.4(1), GGNBP2(1), MRPL45(1), TMEM272(1), AL365214.2(1)

5.4 Best C-index test in all runs

Best Elastic Net model (C-Index test)

[INFO] Coefs. list

[1] “ACOT11, ANOS1, CABP7, CDK5R2, CELF4, CHODL, CRB1, DAGLA, GFRA4, GSTA2, INSM1, KCNH7, KCNK6, LRP8, LRRIQ4, MBOAT2, MGAT4A, MIR7-3HG, MSX1, NEUROD1, NEUROD4, NSG2, POU4F3, RSPO2, SCGB1D2, SCGB2A1, SELENON, SIX1, SLC17A6, SLC5A7, SPDYE3, SPP2, SRD5A1, STAC, STX18, STX1A, SYT4, TM4SF20, TMEM178B”

Test set

Full set

Best Hub model (C-Index test)

[INFO] Coefs. list

[1] “ABCC11, ABCC2, ABCC8, ACACB, ACLY, ACTA1, ACTBL2, ACTC1, ACTR1A, ACTR3, ADCY4, ADCY5, AKT1, AKT2, AL355916.3, ALB, ARL1, ARL4C, ATF3, ATP2A2, BATF, CABP7, CALB2, CAMK4, CAP1, CAT, CDC14B, CDH1, CDK14, CDK16, CDK18, CDK2, CDK3, CDK4, CDK6, CDKN2B, CFTR, CPS1, CRH, DAPK3, DHX8, DYRK1A, EEF1G, EFCAB3, EGR1, EGR2, EPHA10, EPHA8, EPHB3, ERBB2, ESR1, FBP2, FGFR2, FN1, FOS, FOXD4L5, FOXP3, GATA1, GFRA4, GHRH, GRIA4, GRM3, GSK3A, GUCY2C, H2AC1, HACE1, HDAC2, HDAC5, HDAC9, HRAS, HSFY1, HSP90AA1, HSPA13, HSPA14, HSPA1L, IGF1R, INS, INSRR, IRAK4, ITGA2, JUN, LCK, LEP, LGR4, LRRIQ4, MAP2K5, MAPK12, MAPK6, MMP3, MSH2, MTOR, MYH14, MYLK2, NHP2, NKX2-5, NOS2, NPR2, NR6A1, NSG2, OAS1, OAS2, OAS3, OCM2, OGT, PCDHA5, PCNA, PCSK1, PCSK5, PDE11A, PDGFRL, PIM1, POTEJ, PPEF1, PPP5C, PRKAG3, PRKAR1B, PRKAR2B, PRKCE, PTEN, RAC1, RAC2, RAC3, RAD54B, RAP2B, RBPJ, RET, RFC2, RGPD2, RGPD4, RHO, RHOA, RHOBTB1, RHOBTB3, RHOD, RHOU, RHOV, RND2, ROR1, RPS6KA4, RPS6KA6, RPS6KB2, RSPO2, S100B, SERPINE1, SLC35D3, SLC5A7, SMARCA2, SRC, STAT3, STK11, STYK1, TACR3, TBP, TBPL2, TCP1, TNF, TRIB3, TTPA, TXNDC2, TYK2, UBB, UBC, UBD, UMPS, USP26, XPO5, XRCC3, YWHAB, YWHAZ, ZFAND4, ZNF705B, ZNF837”

Test set

Full set

Best Orphan model (C-Index test)

[INFO] Coefs. list

[1] “ANKRD40CL, BTNL8, CDK5R2, CDKN2A, CELF4, CGREF1, CRB1, FAM151A, GDAP1L1, GOLGA8IP, IDNK, IGSF1, L1CAM, LLCFC1, MAIP1, MGAT4A, MIR7-3HG, MUC17, MUC3A, MYT1, NOXO1, NPAP1L, NSG2, PCDHA5, RPP40, SCRT1, SELENON, SEPTIN1, SILC1, SPDYE3, SRD5A1, STAC, STAG3L4, TAAR8, TM4SF20, TMC2, TMEM174, VSTM5”

Test set

Full set

5.5 Best Log-rank test in all runs

Best Elastic net (Log-rank test)

[INFO] Coefs. list

[1] “A1BG, AADAC, AC105052.1, AC107871.1, AC138647.1, ACOT11, ADA, AGMO, AKAIN1, ARL1, ARL4C, ASB5, ASS1, ATP10B, AVP, BATF, BFSP2, BNIPL, C1orf53, C7orf65, CACNG3, CARS2, CD177, CD19, CD1C, CD3D, CD3E, CDH18, CDH3, CDKN2B, CDX1, CELF4, CHODL, CKMT1B, CMSS1, CNR2, CRB1, CRH, CRHR1, CTF1, CTSW, CXCR3, CXorf49, CYP2D6, DAZ1, DEFB135, DNAJC3, DPPA5, DRAM1, DSG3, EGR4, ELAVL4, ENSG00000255275, FAM25C, FERMT1, FOXP3, GGH, GH2, GHRH, GLT8D1, GMPPB, GOLGA8IP, GOLM1, GPR37L1, GRIA4, GRM3, GSTA2, HOXD1, HPDL, HS3ST4, IDNK, IFT27, IGSF1, ING1, INSM1, IP6K1, ISM2, KCNC1, KCNK10, KCNK6, KRT9, KRTAP2-3, LARP6, LLCFC1, LRRIQ4, LTA, LVRN, LY6L, MACC1, MAGEA9, MBOAT2, MEPE, MIR7-3HG, MRPS18A, MUC17, MYPN, NDST4, NDUFAF2, NETO1, NEUROD1, NLRP5, NONO, NOP56, NOS2, NOXO1, NSG2, NTAQ1, NTS, OC90, OR2B11, OR2L2, OR2T34, OR2W1, OR4M2, OR5F1, OTOG, OTUD7B, PAOX, PCDHA5, PGLYRP3, PGR, PHGDH, PHKA1, POC1B-GALNT4, POU4F3, PRCD, PTEN, PTPRN, PXDN, RASAL1, RBPJ, RHOV, RNF223, ROS1, RPL30, RPP40, RSPO2, SATL1, SCGB3A2, SELENON, SEZ6, SFTPB, SLC12A1, SLC22A8, SLC25A45, SLC35D3, SLC5A7, SLC6A18, SPATA32, SPDYE3, SRD5A1, SRI, STAC, STX18, STX1A, SYT4, TACR3, TADA2B, TBC1D22B, TBC1D31, TCOF1, TDRP, TEX13B, THEM6, TMEM174, TMEM229B, TNFAIP1, TNFRSF18, TOMM40L, TTC23, TTPA, UBQLN4, USP26, WDFY2, ZNF683, ZNF69”

Test set

Full set

Best Hub model (Log-rank test)

[INFO] Coefs. list

[1] “ABCC11, ABCC2, ABCC8, AC092143.1, ACACB, ACTA1, ACTA2, ACTBL2, ACTC1, ACTL10, ACTL9, ACTR1A, ACTR3, ACTRT3, ADCY4, AKT1, AL355916.3, ALB, ARL1, ARL14, BATF, CABP7, CALB2, CAMK4, CAT, CDC42, CDK14, CDK3, CDK5, CFTR, CPS1, CRH, DAPK3, DDX41, DNAH8, DRGX, EEF1A2, EEF1G, EPHA10, EPHA8, EPHB1, ERBB2, ESR1, FOS, FOXE1, FOXP3, GATA1, GATA4, GFRA4, GGT2, GNAT1, GRB2, GRIA4, H2AC1, HDAC8, HRAS, HSFY1, HSP90AA1, HSPA12B, HSPA13, IGF1, IGF1R, INS, ISG15, JUN, LCK, LGALS4, LRRIQ4, MAP4K1, MAPK13, MAPK6, MIR7-3HG, MPP4, MRPS5, MYC, MYLK2, MYO3B, NEUROD1, NHP2, NOS2, NSG2, OAS1, OAS2, OAS3, OGT, OR2T34, PCSK1, POTEI, PPEF1, PRKAR1B, PRKCE, PRKG2, PRKN, PTEN, PTK6, RAC1, RAC2, RAC3, RAP1B, RASD2, RBPJ, RET, RHO, RHOA, RHOBTB3, RHOD, RHOU, RND2, ROR1, SLC5A7, SMARCA2, SRC, STK11, SUCLG1, SUMO2, TP53, TRIB2, TUBB4A, TYK2, TYRO3, UBB, UBC, UGT1A1, UMPS, USP26, YWHAB, YWHAQ, YWHAZ, ZFAND4, ZNF79, ZNF837”

Test set

Full set

Best Orphan model (Log-rank test)

[INFO] Coefs. list

[1] “ENSG00000016864, ENSG00000062038, ENSG00000063015, ENSG00000067177, ENSG00000070814, ENSG00000071073, ENSG00000100593, ENSG00000101311, ENSG00000101489, ENSG00000101746, ENSG00000103852, ENSG00000105141, ENSG00000106610, ENSG00000109390, ENSG00000112818, ENSG00000113303, ENSG00000114771, ENSG00000115665, ENSG00000123584, ENSG00000124787, ENSG00000124935, ENSG00000130193, ENSG00000132872, ENSG00000133134, ENSG00000134376, ENSG00000134757, ENSG00000134864, ENSG00000135052, ENSG00000136487, ENSG00000137563, ENSG00000138028, ENSG00000139344, ENSG00000141391, ENSG00000143797, ENSG00000144681, ENSG00000145526, ENSG00000145545, ENSG00000147255, ENSG00000147655, ENSG00000147889, ENSG00000148057, ENSG00000154645, ENSG00000159527, ENSG00000162241, ENSG00000162390, ENSG00000162430, ENSG00000163141, ENSG00000163462, ENSG00000164182, ENSG00000164265, ENSG00000164325, ENSG00000165131, ENSG00000166173, ENSG00000166342, ENSG00000167984, ENSG00000168818, ENSG00000169668, ENSG00000169876, ENSG00000170075, ENSG00000170091, ENSG00000170819, ENSG00000170925, ENSG00000171403, ENSG00000171487, ENSG00000171931, ENSG00000172543, ENSG00000173404, ENSG00000176083, ENSG00000176095, ENSG00000176731, ENSG00000176840, ENSG00000179826, ENSG00000180190, ENSG00000180539, ENSG00000182601, ENSG00000182747, ENSG00000182798, ENSG00000183742, ENSG00000184361, ENSG00000184828, ENSG00000185105, ENSG00000186603, ENSG00000187082, ENSG00000187650, ENSG00000188162, ENSG00000196408, ENSG00000198133, ENSG00000198496, ENSG00000203724, ENSG00000204704, ENSG00000204936, ENSG00000204965, ENSG00000205236, ENSG00000205883, ENSG00000212724, ENSG00000214140, ENSG00000214300, ENSG00000215115, ENSG00000221845, ENSG00000226490, ENSG00000226979, ENSG00000227152, ENSG00000227507, ENSG00000231824, ENSG00000233041, ENSG00000236444, ENSG00000237289, ENSG00000237330, ENSG00000240021, ENSG00000244067, ENSG00000253117, ENSG00000258986, ENSG00000259075, ENSG00000260007, ENSG00000260372, ENSG00000261150, ENSG00000261594, ENSG00000261667, ENSG00000263465, ENSG00000264522, ENSG00000269226, ENSG00000273514, ENSG00000273976, ENSG00000274102, ENSG00000276076, ENSG00000276430, ENSG00000277322, ENSG00000277561, ENSG00000278499”

Test set

Full set

NULL

6 Parameters for the report

## [INFO]          balanced.sets: TRUE
## [INFO]        calc.params.old: FALSE
## [INFO]           coding.genes: TRUE
## [INFO]     degree.correlation: pearson
## [INFO]          degree.cutoff:       0.000
## [INFO]            degree.type: string
## [INFO]      degree.unweighted: TRUE
## [INFO]      handle.duplicates: keep_first
## [INFO]                   log2: TRUE
## [INFO]                n.cores:      14.000
## [INFO]          normalization: center
## [INFO]                 ntimes:    5000.000
## [INFO]                project: ucec.data.2018.10.17
## [INFO]                   seed:    1985.000
## [INFO]                 subset: Inf
## [INFO]   subtract.surv.column: (I do not know how to display this)
## [INFO]            target.vars: list(alpha = 0.1, vars = 170), list(alpha = 0.1, vars = 38), list(alpha = 0.1, vars = 125)
## [INFO]                 tissue: primary.solid.tumor
## [INFO]                  train:       0.800